Patent Publication Number: US-5293458-A

Title: MOS Multi-layer neural network and its design method

Description:
BACKGROUND OF THE INVENTION 
     1. Field of the Invention 
     The present invention relates to a MDS multi-layer neural network and its designing method, and more particularly to a multi-layer neural network and the designing method thereof which can easily realize VLSI circuitry for a multi-layer neural network. 
     2. Description of the Related Art 
     Recently, in the pattern recognition field, neural networks which can do large-scale parallel processing in real-time have been introduced. In 1988, Hans P. Graf et al. of Bell laboratories, presented a pattern recognizing neural network wherein amplifiers, having their inputs and outputs interconnected through a resistive connecting device in a matrix, constitute synapses and neurons of the neural network, and a pair of switches which switch according to the data in a pair of RAM cells, constitute neuron interconnections. 
     The present inventor has filed numerous applications including: an adder (U.S. application Ser. No. 07/473,653), a multiplier (07/473,633), an A/D converter (07/473,631, 07/473,634), a pattern classifier (07/473,464), etc. These related applications disclose a neural network having synapses constructed using PMOS and/or NMOS transistors, and including neurons made from buffers in the form of cascaded pairs of CMOS inverters. The aforementioned neural circuits are based on a one-layer neural network model and solve only linearly separable problems, but not linearly unseparable problems (non-linear problems). Accordingly, their application is extremely limited. For instance, an XOR circuit cannot be properly modelled by a one-layer neural network. The limitations of one-layer neural networks are overcome by properly designed multi-layer neural networks. It is known that a neural network can learn by a back-propagation algorithm (refer to IEEE ASSP MAGAZINE, pages 4 to 22, April, 1987). 
     There are more restrictions, however, in the hardware implementation of multi-layer neural networks than in software simulated algorithms in a computer. This is due to the fact that hardware implementation of a multi-layer neural network depends on current VLSI technology. As a result, circuit implementation of connection weight values for neural circuits and non-linear functions is not as readily attainable as with software simulated algorithms. Although real number calculations with floating point operation and also neural network models requiring increased interconnection capability can be achieved using software, such software implemented operations become difficult with VLSI technology. 
     SUMMARY OF THE INVENTION 
     It is an object of the present invention to provide a multi-layer neural network having integer connecting weight values and a step function, to solve the problem of the conventional technique. 
     It is another object of the present invention to provide a circuit design method of a multi-layer neural network for designing the multi-layer neural network according to the new learning rule. 
     To achieve the object, the multi-layer neural network of the present invention receiving an m-bit input and generating an n-bit output comprises: 
     a neuron for cascading a pair of CMOS inverters and having an output node of the preceding CMOS inverter among the pair of CMOS inverters as its inverted output node and an output node of the succeeding CMOS inverter as its non-inverted output node; 
     an input layer having m neurons to receive the m-bit input; 
     an output layer having n neurons to generate the n-bit output; 
     at least one hidden layer provided with n neurons to transfer the input received from the input layer to the directly upper hidden layer or the output layer; 
     an input synapse group on a matrix having each predetermined weight value to connect each output of neurons on the input layer to each neuron of the output layer and at least one hidden layer; 
     at least one transfer synapse group in a matrix having each predetermined weight-value to connect each output of neurons of the hidden layer to each neuron of its directly upper hidden layer or of the output layer; and 
     a bias synapse group for biasing each input node of neurons of the hidden layers and the output layer. 
     Here, the input synapse group, the transfer synapse group and the bias synapse group are constructed by PMOS and NMOS transistors. 
     There is also provided a method for designing the above described multi-layer neural network for receiving an m-bit input and generating an n-bit output, which comprises: 
     a first step of initializing the connection weight value of the input synapse group; 
     a second step of setting the m-bit input value and an n-bit desired output value corresponding to the input value; 
     a third step of obtaining the sum of the input weight values at the input node of each neuron of the output layer and generating an actual output by a step function; 
     a fourth step of comparing the actual output value obtained in the third step, with the desired output value set in the second step to calculate the error, and storing the variation of the weight value calculated according to the error value; 
     a fifth step of terminating the learning if each output value equals its desired output value, or if not, obtaining the sum of the stored variation of the weight value and adding it to each current weight value to obtain a new weight value, after the second step through the fourth step are carried out with respect to 2 m  input and output pairs; 
     a sixth step of reducing each weight value by a predetermined ratio, when the sum of the new weight value obtained in the fifth step in the input node of each neuron of the output layer is above a predetermined value; and 
     a seventh step of using the output layer as a hidden layer, incrementing the new output layer, and repeating the process beginning with the second step using the output of the hidden layer and the original input as new inputs, when the desired result is not obtained after repeating the learning upto the sixth step by the predetermined times of repetitions. 
    
    
     BRIEF DESCRIPTION OF THE DRAWINGS 
     The above objects and other advantages of the present invention will become more apparent by describing the preferred embodiment of the present invention with reference to the attached drawings, in which: 
     FIG. 1 is a concept diagram of a conventional multi-layer neural network; 
     FIG. 2 is a characteristic graphic diagram of a sigmoid function used in the learning of the conventional multi-layer neural network; 
     FIG. 3 is a concept diagram of a multi-layer neural network according to the present invention; 
     FIG. 4 is a characteristic graphic diagram of a step function used in the learning of the multi-layer neural network according to the present invention; 
     FIG. 5A is a circuit diagram of an embodiment of the multi-layer neural network according to the present invention; 
     FIG. 5B is a partial circuit diagram for explaining the synapse structure of FIG. 5A; and 
     FIG. 5C is a common transistor representation of each circle element shown in bias synapse group S4 of FIG. 5A. 
    
    
     DETAILED DESCRIPTION OF THE INVENTION 
     Hereinafter, the present invention will be described with reference to the accompanying drawings. 
     FIG. 1 is a concept diagram of a general multi-layer neural network which is a feed forward network having nodes of at least one layer between input and output nodes. These additional layers include hidden units or nodes which are not directly connected to both the input and output nodes. As shown in FIG. 1, the three-layer neural network has two-layer hidden layers L1 and L2 between the input layer L0 and the output layer L3. The input layer L0 has five neuron units or nodes N01 to N05 to receive inputs X 0  to X 4 . The hidden layers L1 and L2 each have three neuron units or nodes N11, N12, &amp; N13, and N21, N22, &amp; N23, respectively, while output layer L3 also has three neuron units or nodes N31, N32, and N33 to respectively generate outputs Y 0 , Y 1 , and Y 2 . Here, it should be noted that the number of neuron units of each layer is determined by the number of input and output bits of the circuitry of the system. The neuron units or nodes of each layer are connected with all of the neuron units of its directly preceding lower layer only. 
     The conventional multi-layer neural network is learned by the previously known back-propagation training algorithm (BPTA). The BPTA has the graphic characteristic shown in FIG. 2 and uses the sigmoid function represented in the following Eq. (I) ##EQU1## 
     However, since the sigmoid function is an exponential function, the hardware implementation is difficult and complicated. 
     Also, when a binary input and a step function are used, the conventional multi-layer neural network may have just one value with respect to different input values because of the connection structure between layers. As a result, the upper layer input values cannot be discriminated. 
     FIG. 3 is a concept view of a multi-layer neural network according to the present invention. The present multi-layer neural network is different from the multi-layer neural network of FIG. 1 in that the neuron units or nodes of each layer are connected with all neuron units of the immediate input layer as well as those of its directly preceding lower layer. Since other parts of this constitution is the same as those of FIG. 1, the same reference numerals will be used for the corresponding parts. Also, the learning of the multi-layer neural network of the present invention has the graphic characteristic shown in FIG. 4 and uses the step function represented in the following Eq. (II): ##EQU2## fh (ΣWi·Xi-θ): hard limit non-linear function θ: threshold value of neuron node 
     Wi: connection weight value with respect to Xi 
     Xi: input 
     The circuit of multi-layer neural network according to the present invention is designed by the learning algorithm as follows. 
     Step 1: All connection weight values between nodes are initialized. 
     Step 2: A pair of input and desired output are presented to input and output. Here, the inputs are m-bit binary values and the total number of inputs is 2 m , and the outputs are n-bit binary values and the total number of outputs is 2 n . Accordingly, identical output values with respect to different inputs can be obtained. 
     Step 3: The sum of the input weight values at each node is obtained and the actual output is generated by the step function. Here, Eq. (II) is used for the step function. 
     Step 4: The desired output value at an output node is compared with the actual output value obtained in step 3, thereby calculating an error, and the variation of the weight value according to the error is stored. That is, the error δ is: 
     
         δ=Desired Output-Actual Output 
    
     and the weight value variation ΔW is 
     
         ΔW=δ×Input 
    
     Step 5: After steps 2, 3, and 4 are carried out for each input and output pair, if all the actual output values are equal to the desired output values, the learning ends. If not, the total sum of the weight value variation ΔW is added to each weight value. That is, the new weight value (W T ) is: 
     
         W.sub.T =W.sub.T-1 +ΣΔW 
    
     where T equals the number of learnings. 
     Step 6: When the sum of the new weight value W T  with respect to each node&#39;s input is above a determined value M, the weight values W T  are reduced at a predetermined rate. That is, the weight value W T  is reduced by the following equation: ##EQU3## assuming, ΣW T  &gt;M and where W T  &#39; is the weight value obtained after the T learning processes have been conducted. 
     Step 7: If the preceding steps (from step 2) are repeated a predetermined number of times with a new weight value W T  and without reaching the desired result, the current output layer becomes a hidden layer, the new output layer is incremented, and then the process is repeated (beginning at step 2) using the original input together with the output of the directly preceding hidden layers as a new input to the new output layer. 
     Hence, learning is performed by one-layer learning. If a desired output value is correctly obtained, learning ends. However, if learning is repeated a predetermined number of times, and the result remains incorrect, then a layer is added. In the incremented new layer, the original input and the incomplete actual output of directly following hidden layers are used as new inputs. Learning is then repeated for the following layer. At that point, an output layer associated with first learning step is changed to serve as a hidden layer. As a result, in the following layer, the subsequent learning step is repeated as in the learning step of the previous layer, but with more inputs by the number of outputs of the directly lower hidden layer. During the learning process, whenever an input is added, the variation in weight value is stored. After all inputs are applied, the sum of variations of the total weight values is added into the weight value, thereby making a new weight value. 
     Here, the sum of the weight value to be compared with one neuron is above the predetermined value M, Eq. (II) is applied with respect to each weight value to reduce them at a predetermined rate, thereby limiting the sum of the weight values to within the value M. 
     An embodiment of a multi-layer neuron network designed with respect to specific inputs and outputs through such a learning, is shown in FIG. 5A. As shown in FIG. 5A, the multi-layer neural network is embodied with CMOS inverters and PMOS and NMOS transistors. In FIG. 5A, a three-layer neuron network is shown having a 5-bit input and a 3-bit output. Thus, an input layer L0 has five neurons N01 to N05, and two hidden layers L1 and L2 each including three neurons N11, N12, &amp; N13, and N21, N22, &amp; N23, respectively. Similarly, output layer L3 also has three neurons N31, N32, and N33. Here, each neuron of every layer is a cascaded connection of a pair of CMOS inverters INT1 and INT2 as shown in FIG. 5B, and is constructed with a buffer where an output node of preceding CMOS inverter INT1 is an inverted output node NDB and the output node of following CMOS inverter INT2 is a non-inverted output node ND. The synapse for connecting each neuron of an input layer and each neuron of output layer is constructed of PMOS and NMOS transistors by the following method. 
     If the learning obtains a final connection weight which is positive, and the input neuron IN receives a high logic signal (input bit value=1), the corresponding connection strength in the form of a first supply voltage (e.g., supply voltage Vcc) is connected to the input node IND of the output neuron ON through the PMOS transistor B whose gate is common with the inverted output node NDB, and for negative connection weight values, the connection is to a second supply voltage (e.g., ground or Vss) through NMOS transistor C whose gate is common with the non-inverted output node ND. Conversely, when the input neuron receives a low (input bit value=0) and the connection weight is positive, the connection strength is in the form of supply voltage Vcc connected through PMOS transistor A whose gate is also common to the non-inverted output mode ND, while for negative weights, the connection strength is a ground potential or equals the second supply voltage Vss, and is connected through NMOS transistor D whose gate is tied to the inverted output node NDB. 
     If the connection weight value is &#34;0&#34;, no connections are made, regardless of the logic state of the input bit. 
     Using this method, an input synapse group S1 and transfer synapse groups S2 and S3 of FIG. 5A are constructed of PMOS and NMOS transistors. Here, each neuron of input layer L0 is connected to each input node of every neuron of the two hidden layers L1 and L2 and output layer L3, through the aforesaid input synapse group S1 in a matrix. Each neuron of hidden layer L1 is connected to each input node of neuron of its directly following hidden layer L2 through the transfer synapse group S2 of the matrix. Similarly, each neuron of hidden layer L2 is connected to each input node of the neurons of output layer L3, through the transfer synapse group S3 in a matrix. 
     Also, all neuron input nodes of the two hidden layers L1 and L2 and output layer L3 shown in FIG. 5A are biased to the second supply voltage Vss or GND through each bias synapse group S4. Since the bias synapse group S4 biases the input node of each neuron to the second supply voltage Vss or GND when the input is not applied and thus biases each neuron output to &#34;0&#34;, the bias synapse group S4 is composed of NMOS transistor, wherein the first supply voltage Vcc is supplied to the gate, the drain is connected to input node of each neuron, and the second supply voltage (Vss or GND) is connected to the source. Here, the NMOS transistor for a bias synapse has the geometric aspect ratio (channel width (W)/ channel length (L)) to have a connection strength equivalent to the unit weight value. For instance, when the W/L ratio of NMOS transistor is 2 μm/2 μm as a unit weight value, the W/L ratio of the PMOS transistor becomes 5 μm/2 μm. This is set considering the mobility ratio of electron to hole, and each weight value is a multiple of the unit weight value; that number being an integer. Thus, the term of &#34;+1&#34; in Eq. (II) is a constant considering the bias synapse value. 
     The embodiment applying the multi-layer neural network of the present invention as described above to the 2-bit full adder and the sine wave generating circuit is as follows. 
     Embodiment I 
     2-bit Full Adder 
     When the maximum value M of the sum of weight values of each node is 20 and 40, and the learning number is 300 and 500, the number of layers are as shown in Table 1 and the result is shown in List 1. 
     
                       TABLE 1                                                     
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            learning number                                               
M             300     500                                                 
______________________________________                                    
20            4       4                                                   
40            3       3                                                   
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     Input file name is &#34;a&#34; 
     Connection type is 2 
     Max. weight sum=20 
     Number of learnings=300 
     Initial weight value=0 
     Max. weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         ______________________________________                                    
input/output                                                              
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0 0 0 0 0    0 0 0                                                        
0 0 0 0 1    0 0 1                                                        
0 0 0 1 0    0 0 1                                                        
0 0 0 1 1    0 1 0                                                        
0 0 1 0 0    0 1 0                                                        
0 0 1 0 1    0 1 1                                                        
0 0 1 1 0    0 1 1                                                        
0 0 1 1 1    1 0 0                                                        
0 1 0 0 0    0 0 1                                                        
0 1 0 0 1    0 1 0                                                        
0 1 0 1 0    0 1 0                                                        
0 1 0 1 1    0 1 1                                                        
0 1 1 0 0    0 1 1                                                        
0 1 1 0 1    1 0 0                                                        
0 1 1 1 0    1 0 0                                                        
0 1 1 1 1    1 0 1                                                        
1 0 0 0 0    0 1 0                                                        
1 0 0 0 1    0 1 1                                                        
1 0 0 1 0    0 1 1                                                        
1 0 0 1 1    1 0 0                                                        
1 0 1 0 0    1 0 0                                                        
1 0 1 0 1    1 0 1                                                        
1 0 1 1 0    1 0 1                                                        
1 0 1 1 1    1 1 0                                                        
1 1 0 0 0    1 1 0                                                        
1 1 0 0 1    1 0 0                                                        
1 1 0 1 0    1 0 0                                                        
1 1 0 1 1    1 0 1                                                        
1 1 1 0 0    1 0 1                                                        
1 1 1 0 1    1 1 0                                                        
1 1 1 1 0    1 1 0                                                        
1 1 1 1 1    1 1 1                                                        
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(Error percentage)                                                        
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 3%  3% 15% 18% 25% 25% 21% 25% 25% 25% 25% 21% 28%                       
25% 21% 21% 25% 21% 21% 28% 28% 25% 25% 21% 21% 25%                       
25% 21% 25% 25% 21% 28% 28% 25% 21% 21% 21% 25% 25%                       
21% 28% 25% 21% 21% 28% 25% 21% 21% 25% 21% 21% 28%                       
28% 25% 25% 21% 21% 25% 25% 21% 25% 25% 21% 28% 28%                       
25% 21% 21% 21% 25% 25% 21% 28% 25% 21% 21% 28% 25%                       
21% 21% 25% 21% 21% 28% 28% 25% 25% 21% 21% 25% 25%                       
21% 25% 25% 21% 28% 28% 25% 21% 21% 21% 25% 25% 21%                       
28% 25% 21% 21% 28% 25% 21% 21% 25% 21% 21% 28% 28%                       
25% 25% 21% 21% 25% 25% 21% 25% 25% 21% 28% 28% 25%                       
21% 21% 21% 25% 25% 21% 28% 25% 21% 21% 28% 25% 21%                       
21% 25% 21% 21% 28% 28% 25% 25% 21% 21% 25% 25% 21%                       
25% 25% 21% 28% 28% 25% 21% 21% 21% 25% 25% 21% 28%                       
25% 21% 21% 28% 25% 21% 21% 25% 21% 21% 28% 28% 25%                       
25% 21% 21% 25% 25% 21% 25% 25% 21% 28% 28% 25% 21%                       
21% 21% 25% 25% 21% 28% 25% 21% 21% 28% 25% 21% 21%                       
25% 21% 21% 28% 28% 25% 25% 21% 21% 25% 25% 21% 25%                       
25% 21% 28% 28% 25% 21% 21% 21% 25% 25% 21% 28% 25%                       
21% 21% 28% 25% 21% 21% 25% 21% 21% 28% 28% 25% 25%                       
21% 21% 25% 25% 21% 25% 25% 21% 28% 28% 25% 21% 21%                       
21% 25% 25% 21% 28% 25% 21% 21% 28% 25% 21% 21% 25%                       
21% 21% 28% 28% 25% 25% 21% 21% 25% 25% 21% 25% 25%                       
21% 28% 28% 25% 21% 21% 21% 25% 25% 21% 28% 25% 21%                       
21% 28%                                                                   
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h.sub.-- value (actual output)                                            
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0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
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layer number = 0                                                          
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 5  3 4 3 3                                                               
 4  4 4 4 4         INPUT &#34;1&#34;                                             
-1 -1 5 5 5                                                               
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weight 2                                                                  
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-8 -2 -6 -1 -1                                                            
 4  4  4  4  4         INPUT &#34;0&#34;                                          
 6  6 -2 -2 -2                                                            
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new input                                                                 
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0 0 0 0 0 0 1 1                                                           
0 0 0 0 1 0 1 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 0 1 1 0 1 1                                                           
0 0 1 0 0 0 1 1                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 1 1                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 0 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 1 1                                                           
0 1 1 1 0 1 1 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 1 1                                                           
1 0 1 0 0 1 1 1                                                           
1 0 1 0 1 1 1 1                                                           
1 0 1 1 0 1 1 1                                                           
1 0 1 1 1 1 1 1                                                           
1 1 0 0 0 1 1 0                                                           
1 1 0 0 1 1 1 0                                                           
1 1 0 1 0 1 1 0                                                           
1 1 0 1 1 1 1 1                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 1                                                           
1 1 1 1 0 1 1 1                                                           
1 1 1 1 1 1 1 1                                                           
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 3%  3% 25% 25% 25% 21% 37% 28% 31% 37% 43% 59% 46%                       
46% 46% 28% 31% 34% 50% 53% 46% 43% 50% 71% 43% 31%                       
50% 46% 46% 59% 53% 50% 68% 46% 46% 53% 40% 25% 34%                       
46% 46% 56% 56% 40% 43% 53% 37% 28% 59% 59% 46% 53%                       
56% 28% 28% 21% 28% 25% 40% 59% 53% 65% 34% 28% 46%                       
59% 53% 53% 62% 46% 50% 59% 59% 43% 40% 68% 59% 62%                       
59% 46% 50% 62% 59% 50% 50% 65% 56% 46% 56% 46% 46%                       
59% 50% 46% 68% 59% 65% 46% 40% 43% 59% 50% 50% 56%                       
56% 59% 50% 50% 68% 50% 59% 62% 50% 34% 25% 40% 50%                       
59% 62% 71% 56% 53% 53% 46% 40% 37% 59% 50% 34% 56%                       
59% 56% 28% 21% 34% 46% 62% 46% 50% 53% 50% 46% 46%                       
46% 46% 46% 50% 53% 59% 53% 50% 50% 65% 50% 40% 50%                       
59% 62% 59% 46% 50% 65% 59% 59% 34% 28% 25% 43% 50%                       
56% 62% 50% 53% 65% 46% 46% 62% 59% 50% 53% 56% 43%                       
31% 21% 50% 59% 56% 46% 34% 34% 40% 31% 43% 34% 68%                       
50% 53% 59% 46% 53% 50% 62% 46% 53% 62% 59% 65% 43%                       
43% 43% 50% 65% 62% 59% 68% 43% 50% 50% 53% 68% 25%                       
28% 43% 71% 68% 71% 56% 50% 53% 56% 62% 62% 59% 68%                       
62% 53% 46% 34% 46% 53% 46% 53% 59% 62% 46% 59% 59%                       
53% 50% 31% 25% 53% 53% 50% 31% 28% 31% 43% 53% 62%                       
56% 56% 31% 50% 46% 43% 46% 59% 68% 65% 56% 50% 43%                       
43% 56% 46% 40% 56% 65% 31% 28% 31% 46% 46% 59% 62%                       
50% 50% 43% 46% 62% 46% 50% 65% 46% 50% 59% 59% 68%                       
50% 53%                                                                   
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h.sub.-- value                                                            
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0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
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layer number = 1                                                          
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4 2 3 2 2  3 0  0                                                         
3 2 2 1 1 -5 1  2                                                         
2 1 3 1 1 -6 1 -1                                                         
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weight 2                                                                  
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-5 -2 -3 -1 -1 -5 0 0                                                     
-4 -2 -2 -1 -1  6 0 0                                                     
-2 -2 -3 -2 -2  4 0 1                                                     
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new point                                                                 
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0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 1 0                                                           
0 0 0 1 0 0 1 0                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 1 0                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 1 0                                                           
1 0 1 1 0 1 1 0                                                           
1 0 1 1 1 1 1 0                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 1 0                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
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 3% 25% 46% 56% 46% 56% 62% 62% 56% 50% 50% 59% 62%                       
65% 56% 62% 71% 56% 71% 65% 56% 40% 62% 56% 71% 71%                       
62% 71% 56% 62% 71% 62% 71% 68% 56% 56% 71% 56% 71%                       
71% 68% 59% 71% 71% 59% 62% 68% 68% 43% 65% 62% 50%                       
71% 65% 71% 56% 71% 68% 56% 68% 71% 71% 71% 59% 71%                       
65% 78% 71% 56% 71% 59% 50% 68% 62% 53% 25% 46% 71%                       
68% 81% 65% 59% 68% 56% 71% 71% 68% 71% 71% 56% 71%                       
78% 75% 71% 65% 71% 34% 31% 65% 71% 68% 68% 59% 59%                       
78% 71% 40% 56% 68% 71% 71% 46% 25% 56% 71% 68% 65%                       
71% 71% 71% 68% 62% 78% 59% 71% 68% 56% 68% 71% 59%                       
46% 65% 71% 65% 71% 56% 71% 65% 65% 78% 68% 71% 65%                       
68% 68% 65% 56% 71% 71% 71% 65% 71% 71% 71% 81% 81%                       
71% 84% 87% 84% 96% 81% 62% 75% 90% 90% 84% 87% 93%                       
71% 96% 87% 96% 96% 71% 96% 87% 96% 93% 78% 87% 93%                       
84% 96% 87% 59% 84% 87% 90% 84% 87% 93% 71% 96% 87%                       
96% 96% 71% 96% 87% 96% 93% 78% 87% 93% 84% 96% 87%                       
59% 84% 87% 90% 84% 87% 93% 71% 96% 87% 96% 96% 71%                       
96% 87% 96% 93% 78% 87% 93% 84% 96% 87% 59% 84% 87%                       
90% 84% 87% 93% 71% 96% 87% 96% 96% 71% 96% 87% 96%                       
93% 78% 87% 93% 84% 96% 87% 59% 84% 87% 90% 84% 87%                       
93% 71% 96% 87% 96% 96% 71% 96% 87% 96% 93% 78% 87%                       
93% 84% 96% 87% 59% 84% 87% 90% 84% 87% 93% 71% 96%                       
87% 96% 96% 71% 96% 87% 96% 93% 78% 87% 93% 84% 96%                       
87% 59%                                                                   
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 2                                                          
______________________________________                                    
 4  2  3  1  1  3 -2 -1                                                   
 3  1  2  1  1 -5 -1  1                                                   
-2 -1 -2 -1 -1  4  3  3                                                   
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-4 -2 -3 -1 -1 -4  0 -1                                                   
-3 -1 -2 -1 -1  5  2  0                                                   
 2  1  2  1  1 -4 -3 -3                                                   
______________________________________                                    
new point                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 0 1                                                           
0 0 0 1 0 0 0 1                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 0 1                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 0 1                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 0 1                                                           
1 0 1 1 0 1 0 1                                                           
1 0 1 1 1 1 1 0                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 0 1                                                           
1 1 1 0 0 1 0 1                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
 3% 15% 78% 90% 90% 90% 81% 87% 96% 87% 96% 96% 87%                       
87% 96% 96% 96% 90% 90% 96% 96% 87% 96% 96% 90% 96%                       
87% 96% 96% 87% 87% 96% 96% 96% 87% 96% 96% 81% 78%                       
96% 96% 87% 96% 96% 81% 96% 96% 96% 96% 90% 90% 96%                       
84% 90% 90% 84% 96% 96% 96% 96% 81% 90% 96% 96% 96%                       
87% 96% 96% 96% 93% 96% 96% 90% 96% 96% 93% 96% 96%                       
93% 96% 96% 96% 81% 96% 96% 96% 96% 87% 96% 96% 96%                       
93% 96% 96% 93% 96% 96% 93% 96% 93% 96% 96% 93% 96%                       
96% 93% 96% 96% 87% 96% 96% 90% 90% 96% 84% 96% 96%                       
96% 96% 93% 81% 84% 96% 96% 96% 96% 87% 96% 96% 96%                       
96% 84% 96% 96% 96% 96% 90% 96% 87% 90% 96% 96% 93%                       
96% 96% 100%                                                              
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number =  3                                                         
______________________________________                                    
 3  1  2  0  0  4 -4 -2                                                   
 4  1  1 -1 -1 -4  3 -1                                                   
-2 -1 -1 -1 -1  3  3  5                                                   
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-3 -2 -3 -2 -2 -4  0 -1                                                   
-4 -2 -1  0  0  5 -2  2                                                   
 2  1  1  1  1 -3 -3 -5                                                   
______________________________________                                    
recall                                                                    
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
 
    
     Input file name is &#34;a&#34; 
     Connection type is 2 
     Max. weight sum=20 
     Number of learnings=500 
     Initial weight value=0 
     Max. weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         __________________________________________________________________________
           0 0 0 0 0                                                      
                0 0 0                                                     
           0 0 0 0 1                                                      
                0 0 1                                                     
           0 0 0 1 0                                                      
                0 0 1                                                     
           0 0 0 1 1                                                      
                0 1 0                                                     
           0 0 1 0 0                                                      
                0 1 0                                                     
           0 0 1 0 1                                                      
                0 1 1                                                     
           0 0 1 1 0                                                      
                0 1 1                                                     
           0 0 1 1 1                                                      
                1 0 0                                                     
           0 1 0 0 0                                                      
                0 0 1                                                     
           0 1 0 0 1                                                      
                0 1 0                                                     
           0 1 0 1 0                                                      
                0 1 0                                                     
           0 1 0 1 1                                                      
                0 1 1                                                     
           0 1 1 0 0                                                      
                0 1 1                                                     
           0 1 1 0 1                                                      
                1 0 0                                                     
           0 1 1 1 0                                                      
                1 0 0                                                     
           0 1 1 1 1                                                      
                1 0 1                                                     
           1 0 0 0 0                                                      
                0 1 0                                                     
           1 0 0 0 1                                                      
                0 1 1                                                     
           1 0 0 1 0                                                      
                0 1 1                                                     
           1 0 0 1 1                                                      
                1 0 0                                                     
           1 0 1 0 0                                                      
                1 0 0                                                     
           1 0 1 0 1                                                      
                1 0 1                                                     
           1 0 1 1 0                                                      
                1 0 1                                                     
           1 0 1 1 1                                                      
                1 1 0                                                     
           1 1 0 0 0                                                      
                1 1 0                                                     
           1 1 0 0 1                                                      
                1 0 0                                                     
           1 1 0 1 0                                                      
                1 0 0                                                     
           1 1 0 1 1                                                      
                1 0 1                                                     
           1 1 1 0 0                                                      
                1 0 1                                                     
           1 1 1 0 1                                                      
                1 1 0                                                     
           1 1 1 1 0                                                      
                1 1 0                                                     
           1 1 1 1 1                                                      
                1 1 1                                                     
 3%                                                                       
    3%                                                                    
      15%                                                                 
         18%                                                              
            25%                                                           
               25%                                                        
                  21%                                                     
                     25%                                                  
                        25%                                               
                           25%                                            
                              25%                                         
                                 21% 28%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
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            21%                                                           
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                  28%                                                     
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                        25%                                               
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                              21%                                         
                                 21% 25%                                  
25%                                                                       
   21%                                                                    
      25%                                                                 
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            21%                                                           
               28%                                                        
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                     25%                                                  
                        21%                                               
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                              21%                                         
                                 25% 25%                                  
21%                                                                       
   28%                                                                    
      25%                                                                 
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               28%                                                        
                  25%                                                     
                     21%                                                  
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                                 21% 28%                                  
28%                                                                       
   25%                                                                    
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               25%                                                        
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                        25%                                               
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                                 28% 28%                                  
25%                                                                       
   21%                                                                    
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                     28%                                                  
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                                 28% 25%                                  
21%                                                                       
   21%                                                                    
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               28%                                                        
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                     25%                                                  
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                           21%                                            
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                                 25% 25%                                  
21%                                                                       
   25%                                                                    
      25%                                                                 
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            28%                                                           
               28%                                                        
                  25%                                                     
                     21%                                                  
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                              25%                                         
                                 25% 21%                                  
28%                                                                       
   25%                                                                    
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            28%                                                           
               25%                                                        
                  21%                                                     
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                        25%                                               
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                                 28% 28%                                  
25%                                                                       
   25%                                                                    
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                  21%                                                     
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                        25%                                               
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                              28%                                         
                                 28% 25%                                  
21%                                                                       
   21%                                                                    
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                  28%                                                     
                     25%                                                  
                        21%                                               
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                              28%                                         
                                 25% 21%                                  
21%                                                                       
   25%                                                                    
      21%                                                                 
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            28%                                                           
               28%                                                        
                  25%                                                     
                     25%                                                  
                        21%                                               
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                                 25% 21%                                  
25%                                                                       
   25%                                                                    
      21%                                                                 
         28%                                                              
            28%                                                           
               25%                                                        
                  21%                                                     
                     21%                                                  
                        21%                                               
                           25%                                            
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                                 21% 28%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
         28%                                                              
            25%                                                           
               21%                                                        
                  21%                                                     
                     25%                                                  
                        21%                                               
                           21%                                            
                              28%                                         
                                 28% 25%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
         25%                                                              
            25%                                                           
               21%                                                        
                  25%                                                     
                     25%                                                  
                        21%                                               
                           28%                                            
                              28%                                         
                                 25% 21%                                  
21%                                                                       
   21%                                                                    
      25%                                                                 
         25%                                                              
            21%                                                           
               28%                                                        
                  25%                                                     
                     21%                                                  
                        21%                                               
                           28%                                            
                              25%                                         
                                 21% 21%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
         28%                                                              
            28%                                                           
               25%                                                        
                  25%                                                     
                     21%                                                  
                        21%                                               
                           25%                                            
                              25%                                         
                                 21% 25%                                  
25%                                                                       
   21%                                                                    
      28%                                                                 
         28%                                                              
            25%                                                           
               21%                                                        
                  21%                                                     
                     21%                                                  
                        25%                                               
                           25%                                            
                              21%                                         
                                 28% 25%                                  
21%                                                                       
   21%                                                                    
      28%                                                                 
         25%                                                              
            21%                                                           
               21%                                                        
                  25%                                                     
                     21%                                                  
                        21%                                               
                           28%                                            
                              28%                                         
                                 25% 25%                                  
21%                                                                       
   21%                                                                    
      25%                                                                 
         25%                                                              
            21%                                                           
               25%                                                        
                  25%                                                     
                     21%                                                  
                        28%                                               
                           28%                                            
                              25%                                         
                                 21% 21%                                  
21%                                                                       
   25%                                                                    
      25%                                                                 
         21%                                                              
            28%                                                           
               25%                                                        
                  21%                                                     
                     21%                                                  
                        28%                                               
                           25%                                            
                              21%                                         
                                 21% 25%                                  
21%                                                                       
   21%                                                                    
      28%                                                                 
         28%                                                              
            25%                                                           
               25%                                                        
                  21%                                                     
                     21%                                                  
                        25%                                               
                           25%                                            
                              21%                                         
                                 25% 25%                                  
21%                                                                       
   28%                                                                    
      28%                                                                 
         25%                                                              
            21%                                                           
               21%                                                        
                  21%                                                     
                     25%                                                  
                        25%                                               
                           21%                                            
                              28%                                         
                                 25% 21%                                  
21%                                                                       
   28%                                                                    
      25%                                                                 
         21%                                                              
            21%                                                           
               25%                                                        
                  21%                                                     
                     21%                                                  
                        28%                                               
                           28%                                            
                              25%                                         
                                 25% 21%                                  
21%                                                                       
   25%                                                                    
      25%                                                                 
         21%                                                              
            25%                                                           
               25%                                                        
                  21%                                                     
                     28%                                                  
                        28%                                               
                           25%                                            
                              21%                                         
                                 21% 21%                                  
25%                                                                       
   25%                                                                    
      21%                                                                 
         28%                                                              
            25%                                                           
               21%                                                        
                  21%                                                     
                     28%                                                  
                        25%                                               
                           21%                                            
                              21%                                         
                                 25% 21%                                  
21%                                                                       
   28%                                                                    
      28%                                                                 
         25%                                                              
            25%                                                           
               21%                                                        
                  21%                                                     
                     25%                                                  
                        25%                                               
                           21%                                            
                              25%                                         
                                 25% 21%                                  
28%                                                                       
   28%                                                                    
      25%                                                                 
         21%                                                              
            21%                                                           
               21%                                                        
                  25%                                                     
                     25%                                                  
                        21%                                               
                           28%                                            
                              25%                                         
                                 21% 21%                                  
28%                                                                       
   25%                                                                    
      21%                                                                 
         21%                                                              
            25%                                                           
               21%                                                        
                  21%                                                     
                     28%                                                  
                        28%                                               
                           25%                                            
                              25%                                         
                                 21% 21%                                  
25%                                                                       
   25%                                                                    
      21%                                                                 
         25%                                                              
            25%                                                           
               21%                                                        
                  28%                                                     
                     28%                                                  
                        25%                                               
                           21%                                            
                              21%                                         
                                 21% 25%                                  
25%                                                                       
   21%                                                                    
      28%                                                                 
         25%                                                              
            21%                                                           
               21%                                                        
                  28%                                                     
                     25%                                                  
                        21%                                               
                           21%                                            
                              25%                                         
                                 21% 21%                                  
28%                                                                       
   28%                                                                    
      25%                                                                 
         25%                                                              
            21%                                                           
               21%                                                        
                  25%                                                     
                     25%                                                  
                        21%                                               
                           25%                                            
                              25%                                         
                                 21% 28%                                  
28%                                                                       
   25%                                                                    
      21%                                                                 
         21%                                                              
            21%                                                           
               25%                                                        
                  25%                                                     
                     21%                                                  
                        28%                                               
                           25%                                            
                              21%                                         
                                 21% 28%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
         25%                                                              
            21%                                                           
               21%                                                        
                  28%                                                     
                     28%                                                  
                        25%                                               
                           25%                                            
                              21%                                         
                                 21% 25%                                  
25%                                                                       
   21%                                                                    
      25%                                                                 
         25%                                                              
            21%                                                           
               28%                                                        
                  28%                                                     
                     25%                                                  
                        21%                                               
                           21%                                            
                              21%                                         
                                 25% 25%                                  
21%                                                                       
   28%                                                                    
      25%                                                                 
         21%                                                              
            21%                                                           
               28%                                                        
                  25%                                                     
                     21%                                                  
                        21%                                               
                           25%                                            
                              21%                                         
                                 21% 28%                                  
28%                                                                       
   25%                                                                    
      25%                                                                 
         21%                                                              
            21%                                                           
               25%                                                        
                  25%                                                     
                     21%                                                  
                        25%                                               
                           25%                                            
                              21%                                         
                                 28% 28%                                  
25%                                                                       
   21%                                                                    
      21%                                                                 
         21%                                                              
            25%                                                           
               25%                                                        
                  21%                                                     
                     28%                                                  
                        25%                                               
                           21%                                            
                              21%                                         
                                 28% 25%                                  
21%                                                                       
   21%                                                                    
      25%                                                                 
         21%                                                              
            21%                                                           
               28%                                                        
                  28%                                                     
h.sub.-- value                                                            
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
layer number = 0                                                          
          5   3   4   3   3                                               
          4   4   4   4   4                                               
          -2  -2  4   4   4                                               
weight 2                                                                  
          -8  -2  -6  -1  -1                                              
          4   4   4   4   4                                               
          5   5   -2  -2  -2                                              
new input                                                                 
0 0 0 0 0 0 1 1                                                           
0 0 0 0 1 0 1 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 0 1 1 0 1 1                                                           
0 0 1 0 0 0 1 1                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 1 1                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 0 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 1 1                                                           
0 1 1 1 0 1 1 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 1 1                                                           
1 0 1 0 0 1 1 1                                                           
1 0 1 0 1 1 1 1                                                           
1 0 1 1 0 1 1 1                                                           
1 0 1 1 1 1 1 1                                                           
1 1 0 0 0 1 1 0                                                           
1 1 0 0 1 1 1 0                                                           
1 1 0 1 0 1 1 0                                                           
1 1 0 1 1 1 1 1                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 1                                                           
1 1 1 1 0 1 1 1                                                           
1 1 1 1 1 1 1 1                                                           
 3%                                                                       
    3%                                                                    
      25%                                                                 
         21%                                                              
            25%                                                           
               25%                                                        
                  37%                                                     
                     25%                                                  
                        31%                                               
                           37%                                            
                              43%                                         
                                 46% 40%                                  
46%                                                                       
   40%                                                                    
      37%                                                                 
         25%                                                              
            25%                                                           
               37%                                                        
                  37%                                                     
                     56%                                                  
                        59%                                               
                           62%                                            
                              71%                                         
                                 56% 34%                                  
50%                                                                       
   59%                                                                    
      34%                                                                 
         50%                                                              
            56%                                                           
               65%                                                        
                  28%                                                     
                     31%                                                  
                        31%                                               
                           46%                                            
                              46%                                         
                                 37% 34%                                  
31%                                                                       
   43%                                                                    
      46%                                                                 
         50%                                                              
            43%                                                           
               65%                                                        
                  40%                                                     
                     31%                                                  
                        25%                                               
                           31%                                            
                              40%                                         
                                 56% 53%                                  
62%                                                                       
   37%                                                                    
      28%                                                                 
         21%                                                              
            25%                                                           
               28%                                                        
                  56%                                                     
                     62%                                                  
                        56%                                               
                           50%                                            
                              50%                                         
                                 50% 65%                                  
46%                                                                       
   68%                                                                    
      71%                                                                 
         56%                                                              
            46%                                                           
               40%                                                        
                  56%                                                     
                     43%                                                  
                        37%                                               
                           34%                                            
                              40%                                         
                                 46% 50%                                  
46%                                                                       
   46%                                                                    
      46%                                                                 
         50%                                                              
            56%                                                           
               65%                                                        
                  50%                                                     
                     50%                                                  
                        46%                                               
                           43%                                            
                              59%                                         
                                 59% 65%                                  
62%                                                                       
   62%                                                                    
      37%                                                                 
         43%                                                              
            56%                                                           
               53%                                                        
                  59%                                                     
                     46%                                                  
                        34%                                               
                           65%                                            
                              53%                                         
                                 56% 28%                                  
28%                                                                       
   56%                                                                    
      59%                                                                 
         53%                                                              
            50%                                                           
               62%                                                        
                  56%                                                     
                     46%                                                  
                        46%                                               
                           65%                                            
                              46%                                         
                                 46% 56%                                  
37%                                                                       
   46%                                                                    
      59%                                                                 
         53%                                                              
            62%                                                           
               53%                                                        
                  46%                                                     
                     68%                                                  
                        59%                                               
                           56%                                            
                              56%                                         
                                 28% 25%                                  
25%                                                                       
   50%                                                                    
      40%                                                                 
         37%                                                              
            65%                                                           
               56%                                                        
                  46%                                                     
                     59%                                                  
                        56%                                               
                           46%                                            
                              53%                                         
                                 53% 53%                                  
50%                                                                       
   62%                                                                    
      50%                                                                 
         46%                                                              
            68%                                                           
               65%                                                        
                  53%                                                     
                     50%                                                  
                        65%                                               
                           59%                                            
                              46%                                         
                                 28% 28%                                  
53%                                                                       
   50%                                                                    
      56%                                                                 
         65%                                                              
            62%                                                           
               62%                                                        
                  46%                                                     
                     43%                                                  
                        53%                                               
                           62%                                            
                              46%                                         
                                 56% 62%                                  
68%                                                                       
   53%                                                                    
      50%                                                                 
         40%                                                              
            43%                                                           
               43%                                                        
                  56%                                                     
                     59%                                                  
                        50%                                               
                           59%                                            
                              65%                                         
                                 53% 43%                                  
59%                                                                       
   68%                                                                    
      37%                                                                 
         43%                                                              
            65%                                                           
               53%                                                        
                  43%                                                     
                     28%                                                  
                        40%                                               
                           46%                                            
                              46%                                         
                                 37% 50%                                  
37%                                                                       
   43%                                                                    
      62%                                                                 
         68%                                                              
            53%                                                           
               50%                                                        
                  62%                                                     
                     50%                                                  
                        53%                                               
                           40%                                            
                              50%                                         
                                 68% 59%                                  
59%                                                                       
   65%                                                                    
      46%                                                                 
         46%                                                              
            62%                                                           
               59%                                                        
                  31%                                                     
                     28%                                                  
                        46%                                               
                           53%                                            
                              40%                                         
                                 50% 56%                                  
59%                                                                       
   62%                                                                    
      56%                                                                 
         28%                                                              
            21%                                                           
               50%                                                        
                  53%                                                     
                     53%                                                  
                        46%                                               
                           43%                                            
                              37%                                         
                                 43% 31%                                  
34%                                                                       
   28%                                                                    
      50%                                                                 
         65%                                                              
            62%                                                           
               28%                                                        
                  40%                                                     
                     59%                                                  
                        50%                                               
                           59%                                            
                              68%                                         
                                 53% 43%                                  
46%                                                                       
   25%                                                                    
      28%                                                                 
         40%                                                              
            62%                                                           
               53%                                                        
                  50%                                                     
                     31%                                                  
                        28%                                               
                           31%                                            
                              56%                                         
                                 59% 46%                                  
53%                                                                       
   59%                                                                    
      62%                                                                 
         50%                                                              
            56%                                                           
               65%                                                        
                  31%                                                     
                     43%                                                  
                        46%                                               
                           50%                                            
                              65%                                         
                                 65% 62%                                  
59%                                                                       
   37%                                                                    
      34%                                                                 
         25%                                                              
            43%                                                           
               65%                                                        
                  62%                                                     
                     53%                                                  
                        56%                                               
                           53%                                            
                              50%                                         
                                 59% 43%                                  
25%                                                                       
   53%                                                                    
      59%                                                                 
         50%                                                              
            65%                                                           
               56%                                                        
                  68%                                                     
                     53%                                                  
                        43%                                               
                           31%                                            
                              46%                                         
                                 59% 65%                                  
46%                                                                       
   43%                                                                    
      46%                                                                 
         65%                                                              
            50%                                                           
               46%                                                        
                  50%                                                     
                     34%                                                  
                        31%                                               
                           40%                                            
                              62%                                         
                                 68% 62%                                  
53%                                                                       
   68%                                                                    
      65%                                                                 
         50%                                                              
            50%                                                           
               65%                                                        
                  53%                                                     
                     46%                                                  
                        46%                                               
                           50%                                            
                              65%                                         
                                 53% 62%                                  
65%                                                                       
   62%                                                                    
      65%                                                                 
         62%                                                              
            40%                                                           
               37%                                                        
                  50%                                                     
                     68%                                                  
                        53%                                               
                           53%                                            
                              50%                                         
                                 50% 59%                                  
46%                                                                       
   46%                                                                    
      65%                                                                 
         50%                                                              
            50%                                                           
               65%                                                        
                  62%                                                     
                     50%                                                  
                        53%                                               
                           56%                                            
                              53%                                         
                                 50% 59%                                  
59%                                                                       
   46%                                                                    
      50%                                                                 
         56%                                                              
            56%                                                           
               53%                                                        
                  50%                                                     
                     50%                                                  
                        46%                                               
                           59%                                            
                              65%                                         
                                 71% 56%                                  
34%                                                                       
   25%                                                                    
      62%                                                                 
         68%                                                              
            65%                                                           
               62%                                                        
                  46%                                                     
                     46%                                                  
                        50%                                               
                           68%                                            
                              53%                                         
                                 53% 59%                                  
59%                                                                       
   50%                                                                    
      53%                                                                 
         46%                                                              
            28%                                                           
               40%                                                        
                  50%                                                     
                     62%                                                  
                        53%                                               
                           53%                                            
                              40%                                         
                                 50% 50%                                  
43%                                                                       
   53%                                                                    
      31%                                                                 
         43%                                                              
            65%                                                           
               65%                                                        
                  50%                                                     
                     50%                                                  
                        53%                                               
                           59%                                            
                              68%                                         
                                 50% 34%                                  
50%                                                                       
   25%                                                                    
      34%                                                                 
         65%                                                              
            50%                                                           
               56%                                                        
                  71%                                                     
                     50%                                                  
                        43%                                               
                           50%                                            
                              56%                                         
                                 62% 62%                                  
65%                                                                       
   68%                                                                    
      62%                                                                 
         68%                                                              
            53%                                                           
               50%                                                        
                  50%                                                     
                     43%                                                  
                        37%                                               
                           56%                                            
                              59%                                         
                                 46% 59%                                  
50%                                                                       
   46%                                                                    
      68%                                                                 
         68%                                                              
            46%                                                           
               31%                                                        
                  25%                                                     
                     56%                                                  
                        62%                                               
                           68%                                            
                              50%                                         
                                 46% 40%                                  
46%                                                                       
   56%                                                                    
      62%                                                                 
         46%                                                              
            62%                                                           
               65%                                                        
                  65%                                                     
                     50%                                                  
                        56%                                               
                           56%                                            
                              43%                                         
                                 56% 56%                                  
59%                                                                       
   50%                                                                    
      56%                                                                 
         37%                                                              
            31%                                                           
               50%                                                        
                  62%                                                     
                     62%                                                  
                        53%                                               
                           50%                                            
                              56%                                         
                                 56% 68%                                  
56%                                                                       
   50%                                                                    
      31%                                                                 
         31%                                                              
            46%                                                           
               59%                                                        
                  53%                                                     
                     43%                                                  
                        62%                                               
                           53%                                            
                              50%                                         
                                 53% 56%                                  
62%                                                                       
   59%                                                                    
      46%                                                                 
         28%                                                              
            25%                                                           
               50%                                                        
                  68%                                                     
                     56%                                                  
                        50%                                               
                           56%                                            
                              31%                                         
                                 43% 65%                                  
56%                                                                       
   59%                                                                    
      43%                                                                 
         50%                                                              
            53%                                                           
               31%                                                        
                  28%                                                     
h.sub.-- value                                                            
0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
layer number = 1                                                          
4        2   3   2  2   3   0   0                                         
4        2   2   1  1   -6  1   2                                         
2        1   3   1  1   -6  0   -1                                        
weight 2                                                                  
-5       -2  -3  -1 -1  -5  0   0                                         
-4       -2  -2  -1 -1  5   0   0                                         
-3       -2  -3  -2 -2  5   0   1                                         
0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 1 0                                                           
0 0 0 1 0 0 1 0                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 0 0                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 1 0                                                           
1 0 1 1 0 1 1 0                                                           
1 0 1 1 1 1 1 0                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 1 0                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
 3%                                                                       
    37%                                                                   
      53%                                                                 
         53%                                                              
            56%                                                           
               50%                                                        
                  50%                                                     
                     50%                                                  
                        62%                                               
                           62%                                            
                              46%                                         
                                 50% 53%                                  
71%                                                                       
   53%                                                                    
      62%                                                                 
         71%                                                              
            68%                                                           
               71%                                                        
                  43%                                                     
                     50%                                                  
                        53%                                               
                           65%                                            
                              62%                                         
                                 43% 71%                                  
56%                                                                       
   37%                                                                    
      62%                                                                 
         65%                                                              
            59%                                                           
               59%                                                        
                  34%                                                     
                     50%                                                  
                        62%                                               
                           65%                                            
                              62%                                         
                                 53% 43%                                  
43%                                                                       
   56%                                                                    
      59%                                                                 
         71%                                                              
            43%                                                           
               65%                                                        
                  71%                                                     
                     37%                                                  
                        59%                                               
                           59%                                            
                              62%                                         
                                 65% 65%                                  
65%                                                                       
   68%                                                                    
      68%                                                                 
         50%                                                              
            59%                                                           
               65%                                                        
                  46%                                                     
                     65%                                                  
                        53%                                               
                           53%                                            
                              65%                                         
                                 68% 71%                                  
40%                                                                       
   59%                                                                    
      71%                                                                 
         68%                                                              
            56%                                                           
               50%                                                        
                  65%                                                     
                     71%                                                  
                        59%                                               
                           65%                                            
                              65%                                         
                                 68% 71%                                  
59%                                                                       
   68%                                                                    
      65%                                                                 
         59%                                                              
            65%                                                           
               78%                                                        
                  68%                                                     
                     68%                                                  
                        68%                                               
                           56%                                            
                              40%                                         
                                 59% 53%                                  
62%                                                                       
   40%                                                                    
      65%                                                                 
         71%                                                              
            56%                                                           
               56%                                                        
                  31%                                                     
                     50%                                                  
                        59%                                               
                           75%                                            
                              71%                                         
                                 65% 65%                                  
71%                                                                       
   71%                                                                    
      56%                                                                 
         46%                                                              
            65%                                                           
               84%                                                        
                  68%                                                     
                     65%                                                  
                        46%                                               
                           50%                                            
                              50%                                         
                                 78% 65%                                  
56%                                                                       
   37%                                                                    
      62%                                                                 
         81%                                                              
            68%                                                           
               62%                                                        
                  28%                                                     
                     43%                                                  
                        62%                                               
                           65%                                            
                              75%                                         
                                 71% 46%                                  
71%                                                                       
   71%                                                                    
      50%                                                                 
         56%                                                              
            43%                                                           
               50%                                                        
                  65%                                                     
                     71%                                                  
                        50%                                               
                           59%                                            
                              78%                                         
                                 65% 68%                                  
59%                                                                       
   59%                                                                    
      50%                                                                 
         59%                                                              
            53%                                                           
               71%                                                        
                  59%                                                     
                     59%                                                  
                        31%                                               
                           40%                                            
                              50%                                         
                                 71% 78%                                  
65%                                                                       
   56%                                                                    
      65%                                                                 
         71%                                                              
            56%                                                           
               65%                                                        
                  75%                                                     
                     65%                                                  
                        65%                                               
                           68%                                            
                              53%                                         
                                 65% 46%                                  
56%                                                                       
   62%                                                                    
      59%                                                                 
         40%                                                              
            50%                                                           
               40%                                                        
                  65%                                                     
                     62%                                                  
                        71%                                               
                           53%                                            
                              59%                                         
                                 59% 68%                                  
78%                                                                       
   56%                                                                    
      65%                                                                 
         71%                                                              
            59%                                                           
               53%                                                        
                  71%                                                     
                     75%                                                  
                        68%                                               
                           56%                                            
                              68%                                         
                                 71% 40%                                  
50%                                                                       
   65%                                                                    
      53%                                                                 
         56%                                                              
            56%                                                           
               71%                                                        
                  65%                                                     
                     59%                                                  
                        71%                                               
                           65%                                            
                              71%                                         
                                 56% 50%                                  
34%                                                                       
   59%                                                                    
      71%                                                                 
         75%                                                              
            65%                                                           
               65%                                                        
                  62%                                                     
                     53%                                                  
                        68%                                               
                           71%                                            
                              59%                                         
                                 75% 71%                                  
78%                                                                       
   56%                                                                    
      65%                                                                 
         50%                                                              
            50%                                                           
               71%                                                        
                  93%                                                     
                     81%                                                  
                        75%                                               
                           71%                                            
                              68%                                         
                                 75% 59%                                  
65%                                                                       
   75%                                                                    
      53%                                                                 
         59%                                                              
            81%                                                           
               65%                                                        
                  71%                                                     
                     81%                                                  
                        78%                                               
                           84%                                            
                              46%                                         
                                 50% 43%                                  
65%                                                                       
   75%                                                                    
      62%                                                                 
         87%                                                              
            81%                                                           
               68%                                                        
                  71%                                                     
                     53%                                                  
                        71%                                               
                           65%                                            
                              53%                                         
                                 71% 78%                                  
81%                                                                       
   78%                                                                    
      56%                                                                 
         59%                                                              
            59%                                                           
               40%                                                        
                  53%                                                     
                     59%                                                  
                        75%                                               
                           71%                                            
                              43%                                         
                                 59% 59%                                  
62%                                                                       
   75%                                                                    
      78%                                                                 
         90%                                                              
            68%                                                           
               59%                                                        
                  37%                                                     
                     53%                                                  
                        71%                                               
                           87%                                            
                              71%                                         
                                 50% 25%                                  
43%                                                                       
   71%                                                                    
      56%                                                                 
         65%                                                              
            68%                                                           
               71%                                                        
                  71%                                                     
                     81%                                                  
                        43%                                               
                           62%                                            
                              56%                                         
                                 62% 84%                                  
59%                                                                       
   59%                                                                    
      65%                                                                 
         65%                                                              
            90%                                                           
               87%                                                        
                  59%                                                     
                     62%                                                  
                        68%                                               
                           59%                                            
                              78%                                         
                                 65% 81%                                  
56%                                                                       
   65%                                                                    
      90%                                                                 
         65%                                                              
            84%                                                           
               84%                                                        
                  62%                                                     
                     65%                                                  
                        75%                                               
                           81%                                            
                              71%                                         
                                 81% 71%                                  
43%                                                                       
   62%                                                                    
      62%                                                                 
         68%                                                              
            68%                                                           
               68%                                                        
                  78%                                                     
                     90%                                                  
                        62%                                               
                           65%                                            
                              62%                                         
                                 25% 46%                                  
84%                                                                       
   75%                                                                    
      87%                                                                 
         68%                                                              
            65%                                                           
               37%                                                        
                  59%                                                     
                     78%                                                  
                        90%                                               
                           71%                                            
                              84%                                         
                                 62% 71%                                  
65%                                                                       
   40%                                                                    
      59%                                                                 
         81%                                                              
            62%                                                           
               68%                                                        
                  90%                                                     
                     68%                                                  
                        71%                                               
                           62%                                            
                              78%                                         
                                 75% 56%                                  
59%                                                                       
   81%                                                                    
      90%                                                                 
         53%                                                              
            68%                                                           
               78%                                                        
                  68%                                                     
                     71%                                                  
                        62%                                               
                           72%                                            
                              81%                                         
                                 68% 62%                                  
59%                                                                       
   71%                                                                    
      90%                                                                 
         75%                                                              
            75%                                                           
               53%                                                        
                  34%                                                     
                     62%                                                  
                        78%                                               
                           87%                                            
                              90%                                         
                                 62% 71%                                  
62%                                                                       
   59%                                                                    
      84%                                                                 
         65%                                                              
            90%                                                           
               90%                                                        
                  56%                                                     
                     68%                                                  
                        75%                                               
                           65%                                            
                              56%                                         
                                 59% 59%                                  
71%                                                                       
   84%                                                                    
      81%                                                                 
         53%                                                              
            68%                                                           
               53%                                                        
                  59%                                                     
                     71%                                                  
                        71%                                               
                           81%                                            
                              90%                                         
                                 65% 71%                                  
65%                                                                       
   59%                                                                    
      81%                                                                 
         84%                                                              
            68%                                                           
               53%                                                        
                  50%                                                     
                     71%                                                  
                        75%                                               
                           56%                                            
                              78%                                         
                                 56% 71%                                  
81%                                                                       
   46%                                                                    
      65%                                                                 
         78%                                                              
            93%                                                           
               87%                                                        
                  71%                                                     
                     75%                                                  
                        62%                                               
                           59%                                            
                              81%                                         
                                 71% 65%                                  
71%                                                                       
   71%                                                                    
      78%                                                                 
         75%                                                              
            81%                                                           
               62%                                                        
                  65%                                                     
                     75%                                                  
                        65%                                               
                           81%                                            
                              62%                                         
                                 71% 93%                                  
87%                                                                       
   50%                                                                    
      59%                                                                 
         59%                                                              
            62%                                                           
               75%                                                        
                  81%                                                     
                     62%                                                  
                        62%                                               
                           71%                                            
                              78%                                         
                                 81% 87%                                  
87%                                                                       
   65%                                                                    
      53%                                                                 
         62%                                                              
            46%                                                           
               71%                                                        
                  93%                                                     
                     81%                                                  
                        75%                                               
                           71%                                            
                              37%                                         
                                 59% 71%                                  
50%                                                                       
   68%                                                                    
      93%                                                                 
         81%                                                              
            62%                                                           
               62%                                                        
                  81%                                                     
                     59%                                                  
                        75%                                               
                           78%                                            
                              78%                                         
                                 90% 78%                                  
62%                                                                       
   56%                                                                    
      68%                                                                 
         81%                                                              
            43%                                                           
               62%                                                        
                  84%                                                     
h.sub.-- value                                                            
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
layer number = 2                                                          
4        2   3   1  1   3   -2  -1                                        
4        1   2   1  1   -5  -1  1                                         
-2       -1  -1  -1 -1  4   3   4                                         
weight 2                                                                  
-4       -2  -3  -1 -1  -4  0   -1                                        
-4       -1  -2  -1 -1  6   1   0                                         
2        1   2   1  1   -4  -3  -4                                        
new input                                                                 
0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 0 1                                                           
0 0 0 1 0 0 0 1                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 0 1                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 0 0                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 0 1                                                           
1 0 1 1 0 1 0 1                                                           
1 0 1 1 1 1 1 0                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 0 1                                                           
1 1 1 0 0 1 0 1                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
 3%                                                                       
   28%                                                                    
      71%                                                                 
         78%                                                              
            87%                                                           
               75%                                                        
                  87%                                                     
                     87%                                                  
                        84%                                               
                           84%                                            
                              90%                                         
                                 93% 81%                                  
93%                                                                       
   87%                                                                    
      93%                                                                 
         87%                                                              
            75%                                                           
               87%                                                        
                  93%                                                     
                     93%                                                  
                        81%                                               
                           87%                                            
                              87%                                         
                                 90% 81%                                  
93%                                                                       
   93%                                                                    
      75%                                                                 
         87%                                                              
            93%                                                           
               94%                                                        
                  71%                                                     
                     87%                                                  
                        93%                                               
                           87%                                            
                              84%                                         
                                 93% 93%                                  
81%                                                                       
   93%                                                                    
      93%                                                                 
         87%                                                              
            81%                                                           
               87%                                                        
                  93%                                                     
                     87%                                                  
                        71%                                               
                           75%                                            
                              93%                                         
                                 93% 87%                                  
93%                                                                       
   78%                                                                    
      87%                                                                 
         93%                                                              
            76%                                                           
               76%                                                        
                  78%                                                     
                     81%                                                  
                        87%                                               
                           93%                                            
                              93%                                         
                                 93% 75%                                  
87%                                                                       
   93%                                                                    
      93%                                                                 
         93%                                                              
            81%                                                           
               87%                                                        
                  93%                                                     
                     93%                                                  
                        78%                                               
                           93%                                            
                              93%                                         
                                 93% 78%                                  
87%                                                                       
   93%                                                                    
      93%                                                                 
         87%                                                              
            78%                                                           
               87%                                                        
                  93%                                                     
                     87%                                                  
                        90%                                               
                           93%                                            
                              93%                                         
                                 84% 93%                                  
93%                                                                       
   78%                                                                    
      93%                                                                 
         93%                                                              
            93%                                                           
               81%                                                        
                  93%                                                     
                     93%                                                  
                        93%                                               
                           84%                                            
                              93%                                         
                                 93% 90%                                  
87%                                                                       
   93%                                                                    
      90%                                                                 
         87%                                                              
            93%                                                           
               84%                                                        
                  93%                                                     
                     87%                                                  
                        93%                                               
                           90%                                            
                              93%                                         
                                 87% 90%                                  
93%                                                                       
   93%                                                                    
      84%                                                                 
         93%                                                              
            93%                                                           
               90%                                                        
                  93%                                                     
                     68%                                                  
                        90%                                               
                           93%                                            
                              93%                                         
                                 90% 93%                                  
87%                                                                       
   90%                                                                    
      93%                                                                 
         93%                                                              
            84%                                                           
               93%                                                        
                  93%                                                     
                     90%                                                  
                        87%                                               
                           93%                                            
                              90%                                         
                                 71% 84%                                  
93%                                                                       
   87%                                                                    
      84%                                                                 
         93%                                                              
            93%                                                           
               90%                                                        
                  93%                                                     
                     90%                                                  
                        93%                                               
                           90%                                            
                              90%                                         
                                 87% 90%                                  
87%                                                                       
   87%                                                                    
      93%                                                                 
         93%                                                              
            87%                                                           
               96%                                                        
                  96%                                                     
                     96%                                                  
                        93%                                               
                           96%                                            
                              96%                                         
                                 100%                                     
h.sub.-- value                                                            
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
layer number = 3                                                          
3        1   2   0  0   4   -4  -3                                        
4        1   1   -1 -1  -5  3   -1                                        
-2       0   -1  0  0   4   2   5                                         
weight 2                                                                  
-3       -2  -3  -2 -2  -4  0   -1                                        
-4       -2  -1  0  0   5   -1  2                                         
3        -1  2   -1 -1  -4  - 2 4                                         
recall                                                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
__________________________________________________________________________
 
    
     Input file name is &#34;a&#34; 
     Connection type is 2 
     Max. weight sum=40 
     Number of learnings=300 
     Initial weight value=0 
     Max weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         ______________________________________                                    
0 0 0 0 0  0 0 0                                                          
0 0 0 0 1  0 0 1                                                          
0 0 0 1 0  0 0 1                                                          
0 0 0 1 1  0 1 0                                                          
0 0 1 0 0  0 1 0                                                          
0 0 1 0 1  0 1 1                                                          
0 0 1 1 0  0 1 1                                                          
0 0 1 1 1  1 0 0                                                          
0 1 0 0 0  0 0 1                                                          
0 1 0 0 1  0 1 0                                                          
0 1 0 1 0  0 1 0                                                          
0 1 0 1 1  0 1 1                                                          
0 1 1 0 0  0 1 1                                                          
0 1 1 0 1  1 0 0                                                          
0 1 1 1 0  1 0 0                                                          
0 1 1 1 1  1 0 1                                                          
1 0 0 0 0  0 1 0                                                          
1 0 0 0 1  0 1 1                                                          
1 0 0 1 0  0 1 1                                                          
1 0 0 1 1  1 0 0                                                          
1 0 1 0 0  1 0 0                                                          
1 0 1 0 1  1 0 1                                                          
1 0 1 1 0  1 0 1                                                          
1 0 1 1 1  1 1 0                                                          
1 1 0 0 0  1 1 0                                                          
1 1 0 0 1  1 0 0                                                          
1 1 0 1 0  1 0 0                                                          
1 1 0 1 1  1 0 1                                                          
1 1 1 0 0  1 0 1                                                          
1 1 1 0 1  1 1 0                                                          
1 1 1 1 0  1 1 0                                                          
1 1 1 1 1  1 1 1                                                          
______________________________________                                    
 3%  3%  3% 28% 15% 25% 25% 25% 25% 25% 25% 15% 34%                       
21% 25% 25% 18% 25% 21% 28% 28% 25% 25% 28% 28% 28%                       
25% 21% 28% 25% 21% 21% 21% 21% 25% 28% 28% 25% 25%                       
34% 28% 25% 25% 21% 28% 25% 28% 21% 25% 25% 25% 28%                       
21% 25% 25% 28% 28% 21% 25% 21% 34% 25% 25% 28% 21%                       
25% 21% 28% 28% 25% 25% 28% 28% 28% 25% 25% 28% 25%                       
21% 21% 21% 25% 25% 28% 28% 25% 25% 34% 28% 25% 25%                       
21% 21% 21% 25% 28% 21% 25% 25% 28% 31% 25% 25% 28%                       
28% 21% 25% 21% 28% 25% 25% 28% 21% 25% 21% 28% 28%                       
25% 25% 21% 34% 25% 25% 21% 21% 25% 25% 31% 21% 25%                       
25% 28% 28% 25% 25% 28% 28% 25% 21% 21% 21% 21% 25%                       
28% 28% 25% 25% 34% 28% 25% 25% 21% 28% 25% 28% 21%                       
25% 25% 25% 28% 21% 25% 25% 28% 28% 21% 25% 21% 34%                       
25% 25% 28% 21% 25% 21% 28% 28% 25% 25% 28% 28% 28%                       
25% 25% 28% 25% 21% 21% 21% 25% 25% 28% 28% 25% 25%                       
34% 28% 25% 25% 21% 21% 21% 25% 28% 21% 25% 25% 28%                       
31% 25% 25% 28% 28% 21% 25% 21% 28% 25% 25% 28% 21%                       
25% 21% 28% 28% 25% 25% 21% 34% 25% 25% 21% 21% 25%                       
25% 31% 21% 25% 25% 28% 28% 25% 25% 28% 28% 25% 21%                       
21% 21% 21% 25% 28% 28% 25% 25% 34% 28% 25% 25% 21%                       
28% 25% 28% 21% 25% 25% 25% 28% 21% 25% 25% 28% 28%                       
21% 25% 21% 34% 25% 25% 28% 21% 25% 21% 28% 28% 25%                       
25% 28% 28% 28% 25% 25% 28% 25% 21% 21% 21% 25% 25%                       
28% 28%                                                                   
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 0                                                          
______________________________________                                    
 9  7 8 7 7                                                               
 0  0 0 0 0                                                               
-8 -8 8 8 8                                                               
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-20 -2 -16  0  0                                                          
  0  0   0  0  0                                                          
 10  10  -5 -5 -5                                                         
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 1 1                                                           
0 0 0 0 1 0 1 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 0 1 1 0 1 1                                                           
0 0 1 0 0 0 1 1                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 1 1                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 0 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 1 1                                                           
0 1 1 1 0 1 1 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 1 1                                                           
1 0 1 0 0 1 1 1                                                           
1 0 1 0 1 1 1 1                                                           
1 0 1 1 0 1 1 1                                                           
1 0 1 1 1 1 1 1                                                           
1 1 0 0 0 1 1 0                                                           
1 1 0 0 1 1 1 0                                                           
1 1 0 1 0 1 1 0                                                           
1 1 0 1 1 1 1 0                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
______________________________________                                    
 3%  3% 25% 40% 28% 37% 31% 34% 28% 37% 46% 46% 40%                       
43% 46% 43% 50% 50% 50% 53% 46% 43% 56% 50% 62% 71%                       
65% 56% 62% 62% 62% 62% 62% 46% 50% 40% 43% 40% 43%                       
31% 46% 46% 53% 34% 53% 53% 28% 53% 56% 40% 40% 56%                       
59% 53% 53% 53% 59% 56% 65% 53% 46% 65% 62% 62% 56%                       
50% 34% 40% 46% 56% 56% 43% 50% 43% 59% 53% 50% 37%                       
25% 46% 71% 65% 50% 46% 53% 59% 71% 43% 40% 68% 65%                       
53% 25% 37% 71% 46% 50% 59% 50% 46% 34% 53% 50% 62%                       
65% 59% 46% 59% 59% 53% 50% 56% 50% 53% 37% 40% 37%                       
34% 28% 50% 56% 50% 56% 59% 68% 53% 50% 31% 50% 65%                       
53% 56% 59% 46% 34% 68% 50% 31% 56% 65% 46% 53% 59%                       
53% 25% 46% 65% 46% 56% 40% 62% 53% 62% 71% 59% 53%                       
53% 50% 43% 65% 65% 62% 59% 50% 34% 31% 43% 65% 46%                       
50% 56% 59% 50% 68% 59% 59% 56% 34% 34% 62% 65% 50%                       
46% 62% 46% 65% 50% 46% 62% 56% 59% 53% 43% 50% 46%                       
46% 65% 56% 59% 62% 68% 53% 46% 53% 56% 71% 50% 43%                       
50% 53% 46% 50% 56% 40% 40% 40% 53% 65% 46% 43% 46%                       
56% 50% 56% 43% 62% 65% 53% 59% 50% 46% 46% 43% 46%                       
65% 53% 34% 50% 53% 65% 62% 62% 56% 59% 62% 56% 43%                       
50% 53% 56% 56% 56% 34% 34% 43% 50% 56% 43% 50% 56%                       
59% 68% 56% 62% 68% 40% 46% 46% 50% 34% 50% 65% 56%                       
53% 53% 56% 40% 46% 59% 31% 50% 37% 46% 40% 50% 56%                       
71% 62% 53% 53% 46% 40% 53% 40% 53% 59% 65% 50% 43%                       
46% 40%                                                                   
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 0                                                                     
0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 1                                                          
______________________________________                                    
8 6 7 5 5   4  0 -1                                                       
8 4 1 0 0 -13  4  6                                                       
3 4 5 4 4  -6 -5 -5                                                       
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-8 -4 -7 -2 -2 -13 0  0                                                   
-9 -6 -4 -3 -3  10 0 -1                                                   
-8 -2 -5 -2 -2  13 0 -6                                                   
______________________________________                                    
new point                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 0 0                                                           
0 0 0 1 0 0 0 0                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 0 0                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 0 0                                                           
1 0 1 1 0 1 0 0                                                           
1 0 1 1 1 1 1 0                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 0 0                                                           
1 1 1 0 0 1 0 0                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
______________________________________                                    
 3% 25% 40% 53% 71% 81% 78% 75% 75% 71% 68% 71% 90%                       
53% 71% 71% 65% 96% 78% 65% 71% 71% 71% 53% 65% 90%                       
71% 71% 75% 71% 62% 71% 84% 96% 93% 100%                                  
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 2                                                          
______________________________________                                    
7 4  6  3  3  5 -5 -4                                                     
8 3 -1 -1 -1 -5  10  6                                                    
5 4  5  3  3 -8 -7  1                                                     
______________________________________                                    
weight 2                                                                  
______________________________________                                    
 -7 -4 -6 -3 -3 -9 -1 -2                                                  
-12 -6  0  0  0  13 -6  0                                                 
 -4 -2 -4 -1 -1  10  7 -8                                                 
______________________________________                                    
recall                                                                    
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
 
    
     Input file name is &#34;a&#34; 
     Connection type is 2 
     Max weight sum=40 
     Number of learnings=500 
     Initial weight value=0 
     Max weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         ______________________________________                                    
0 0 0 0 0  0 0 0                                                          
0 0 0 0 1  0 0 1                                                          
0 0 0 1 0  0 0 1                                                          
0 0 0 1 1  0 1 0                                                          
0 0 1 0 0  0 1 0                                                          
0 0 1 0 1  0 1 1                                                          
0 0 1 1 0  0 1 1                                                          
0 0 1 1 1  1 0 0                                                          
0 1 0 0 0  0 0 1                                                          
0 1 0 0 1  0 1 0                                                          
0 1 0 1 0  0 1 0                                                          
0 1 0 1 1  0 1 1                                                          
0 1 1 0 0  0 1 1                                                          
0 1 1 0 1  1 0 0                                                          
0 1 1 1 0  1 0 0                                                          
0 1 1 1 1  1 0 1                                                          
1 0 0 0 0  0 1 0                                                          
1 0 0 0 1  0 1 1                                                          
1 0 0 1 0  0 1 1                                                          
1 0 0 1 1  1 0 0                                                          
1 0 1 0 0  1 0 0                                                          
1 0 1 0 1  1 0 1                                                          
1 0 1 1 0  1 0 1                                                          
1 0 1 1 1  1 1 0                                                          
1 1 0 0 0  1 1 0                                                          
1 1 0 0 1  1 0 0                                                          
1 1 0 1 0  1 0 0                                                          
1 1 0 1 1  1 0 1                                                          
1 1 1 0 0  1 0 1                                                          
1 1 1 0 1  1 1 0                                                          
1 1 1 1 0  1 1 0                                                          
1 1 1 1 1  1 1 1                                                          
 3%  3%  3% 28% 15% 25% 25% 25% 25% 25% 25% 15% 34%                       
21% 25% 25% 18% 25% 21% 28% 28% 25% 25% 28% 28% 28%                       
25% 21% 28% 25% 21% 21% 21% 21% 25% 28% 28% 25% 25%                       
34% 28% 25% 25% 21% 28% 25% 28% 21% 25% 25% 25% 28%                       
21% 25% 25% 28% 28% 21% 25% 21% 34% 25% 25% 28% 21%                       
25% 21% 28% 28% 25% 25% 28% 28% 28% 25% 25% 28% 25%                       
21% 21% 21% 25% 25% 28% 28% 25% 25% 34% 28% 25% 25%                       
21% 21% 21% 25% 28% 21% 25% 25% 28% 31% 25% 25% 28%                       
28% 21% 25% 21% 28% 25% 25% 28% 21% 25% 21% 28% 28%                       
25% 25% 21% 34% 25% 25% 21% 21% 25% 25% 31% 21% 25%                       
25% 28% 28% 25% 25% 28% 28% 25% 21% 21% 21% 21% 25%                       
28% 28% 25% 25% 34% 28% 25% 25% 21% 28% 25% 28% 21%                       
25% 25% 25% 28% 21% 25% 25% 28% 28% 21% 25% 21% 34%                       
25% 25% 28% 21% 25% 21% 28% 28% 25% 25% 28% 28% 28%                       
25% 25% 28% 25% 21% 21% 21% 25% 25% 28% 28% 25% 25%                       
34% 28% 25% 25% 21% 21% 21% 25% 28% 21% 25% 25% 28%                       
31% 25% 25% 28% 28% 21% 25% 21% 28% 25% 25% 28% 21%                       
25% 21% 28% 28% 25% 25% 21% 34% 25% 25% 21% 21% 25%                       
25% 31% 21% 25% 25% 28% 28% 25% 25% 28% 28% 25% 21%                       
21% 21% 21% 25% 28% 28% 25% 25% 34% 28% 25% 25% 21%                       
28% 25% 28% 21% 25% 25% 25% 28% 21% 25% 25% 28% 28%                       
21% 25% 21% 34% 25% 25% 28% 21% 25% 21% 28% 28% 25%                       
25% 28% 28% 28% 25% 25% 28% 25% 21% 21% 21% 25% 25%                       
28% 28% 25% 25% 34% 28% 25% 25% 21% 21% 21% 25% 28%                       
21% 25% 25% 28% 31% 25% 25% 28% 28% 21% 25% 21% 28%                       
25% 25% 28% 21% 25% 21% 28% 28% 25% 25% 21% 34% 25%                       
25% 21% 21% 25% 25% 31% 21% 25% 25% 28% 28% 25% 25%                       
28% 28% 25% 21% 21% 21% 21% 25% 28% 28% 25% 25% 34%                       
28% 25% 25% 21% 28% 25% 28% 21% 25% 25% 25% 28% 21%                       
25% 25% 28% 28% 21% 25% 21% 34% 25% 25% 28% 21% 25%                       
21% 28% 28% 25% 25% 28% 28% 28% 25% 25% 28% 25% 21%                       
21% 21% 25% 25% 28% 28% 25% 25% 34% 28% 25% 25% 21%                       
21% 21% 25% 28% 21% 25% 25% 28% 31% 25% 25% 28% 28%                       
21% 25% 21% 28% 25% 25% 28% 21% 25% 21% 28% 28% 25%                       
25% 21% 34% 25% 25% 21% 21% 25% 25% 31% 21% 25% 25%                       
28% 28% 25% 25% 28% 28% 25% 21% 21% 21% 21% 25% 28%                       
28% 25% 25% 34% 28% 25% 25% 21% 28% 25% 28% 21% 25%                       
25% 25% 28% 21% 25% 25% 28% 28% 21% 25% 21% 34% 25%                       
25% 28% 21% 25% 21% 28% 28%                                               
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 0                                                          
______________________________________                                    
 9  7 8 7 7                                                               
 0  0 0 0 0                                                               
-8 -8 8 8 8                                                               
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-20 -2 -16  0  0                                                          
  0  0   0  0  0                                                          
 10  10  -5 -5 -5                                                         
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 1 1                                                           
0 0 0 0 1 0 1 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 0 1 1 0 1 1                                                           
0 0 1 0 0 0 1 1                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 1 1                                                           
0 1 0 0 0 0 1 0                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 0 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 1 1                                                           
0 1 1 1 0 1 1 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 0 0 1 0                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 1 1                                                           
1 0 1 0 0 1 1 1                                                           
1 0 1 0 1 1 1 1                                                           
1 0 1 1 0 1 1 1                                                           
1 0 1 1 1 1 1 1                                                           
1 1 0 0 0 1 1 0                                                           
1 1 0 0 1 1 1 0                                                           
1 1 0 1 0 1 1 0                                                           
1 1 0 1 1 1 1 0                                                           
1 1 1 0 0 1 1 0                                                           
1 1 1 0 1 1 1 0                                                           
1 1 1 1 0 1 1 0                                                           
1 1 1 1 1 1 1 1                                                           
 3%  3% 21% 34% 28% 40% 25% 34% 25% 46% 40% 50% 34%                       
46% 59% 53% 65% 62% 59% 37% 34% 31% 50% 59% 62% 59%                       
53% 50% 46% 59% 53% 46% 62% 62% 50% 50% 46% 46% 50%                       
53% 46% 43% 59% 37% 25% 59% 46% 46% 53% 50% 59% 46%                       
43% 37% 43% 28% 50% 65% 40% 50% 56% 59% 53% 43% 53%                       
59% 71% 65% 68% 71% 46% 40% 53% 53% 56% 62% 46% 46%                       
34% 37% 40% 59% 53% 59% 62% 59% 50% 46% 53% 46% 53%                       
62% 50% 53% 50% 50% 50% 53% 65% 50% 31% 56% 56% 65%                       
62% 56% 56% 56% 53% 71% 53% 53% 50% 56% 50% 56% 37%                       
40% 50% 59% 46% 50% 53% 59% 53% 25% 43% 62% 50% 59%                       
56% 53% 46% 46% 50% 62% 56% 50% 50% 46% 50% 46% 50%                       
46% 59% 62% 53% 40% 34% 40% 56% 59% 65% 50% 40% 50%                       
50% 56% 43% 46% 53% 53% 50% 40% 50% 37% 53% 62% 62%                       
59% 62% 62% 56% 56% 50% 40% 40% 37% 37% 62% 28% 34%                       
59% 53% 37% 31% 59% 59% 68% 71% 56% 62% 59% 59% 50%                       
34% 53% 62% 59% 50% 46% 53% 68% 43% 50% 56% 68% 53%                       
53% 59% 71% 56% 62% 40% 43% 37% 68% 59% 50% 43% 34%                       
50% 50% 62% 56% 43% 53% 56% 50% 50% 53% 56% 56% 59%                       
56% 59% 34% 56% 56% 43% 37% 25% 37% 46% 56% 59% 59%                       
65% 56% 46% 53% 46% 31% 37% 25% 37% 53% 71% 56% 59%                       
62% 62% 59% 68% 53% 46% 46% 59% 43% 37% 59% 46% 46%                       
62% 43% 53% 56% 50% 59% 40% 46% 43% 50% 46% 56% 50%                       
62% 62% 43% 43% 40% 65% 62% 40% 53% 43% 46% 43% 40%                       
31% 43% 59% 62% 53% 43% 50% 56% 65% 56% 53% 65% 62%                       
43% 40% 50% 56% 62% 56% 53% 53% 65% 50% 50% 34% 40%                       
53% 62% 56% 56% 37% 50% 71% 43% 46% 56% 65% 40% 43%                       
31% 46% 50% 43% 50% 50% 56% 46% 68% 46% 71% 50% 34%                       
46% 37% 43% 50% 65% 53% 50% 37% 28% 40% 46% 46% 59%                       
25% 37% 65% 31% 56% 65% 43% 40% 25% 46% 65% 62% 65%                       
62% 46% 50% 53% 56% 65% 56% 43% 25% 34% 40% 59% 56%                       
46% 53% 46% 56% 46% 59% 62% 40% 68% 46% 46% 50% 56%                       
43% 46% 56% 46% 25% 37% 37% 56% 65% 56% 62% 59% 50%                       
53% 65% 56% 59% 62% 59% 56% 56% 53% 68% 46% 37% 37%                       
31% 50% 59% 53% 50% 62% 50% 65% 50% 43% 46% 56% 53%                       
59% 62% 65% 59% 56% 65% 53% 25% 34% 53% 68% 68% 59%                       
75% 53% 53% 46% 28% 34% 59% 56% 50% 46% 50% 43% 50%                       
62% 46% 43% 25% 50% 65% 62% 62% 68% 65% 68% 59% 46%                       
50% 53% 53% 53% 56% 46% 40% 62% 40% 65% 50% 62% 62%                       
68% 53% 40% 59% 65% 53% 37%                                               
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 0                                                                     
0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 0                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 1                                                          
______________________________________                                    
8 6 7 5 5   4  0 -1                                                       
8 4 1 0 0 -12  4  5                                                       
6 5 5 5 5  -3 -4 -5                                                       
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-8 -4 -7 -2 -2 -13 0  0                                                   
-9 -6 -5 -3 -3  11 0  0                                                   
-8 -3 -6  0  0  12 0 -5                                                   
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 0 1 0 0 0                                                           
0 0 0 1 0 0 0 0                                                           
0 0 0 1 1 0 1 0                                                           
0 0 1 0 0 0 1 0                                                           
0 0 1 0 1 0 1 1                                                           
0 0 1 1 0 0 1 1                                                           
0 0 1 1 1 1 0 0                                                           
0 1 0 0 0 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 0 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 0 0 1 1                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 0 1 0 0                                                           
0 1 1 1 1 1 0 1                                                           
1 0 0 0 0 0 1 1                                                           
1 0 0 0 1 0 1 1                                                           
1 0 0 1 0 0 1 1                                                           
1 0 0 1 1 1 0 0                                                           
1 0 1 0 0 1 0 0                                                           
1 0 1 0 1 1 0 1                                                           
1 0 1 1 0 1 0 1                                                           
1 0 1 1 1 1 1 1                                                           
1 1 0 0 0 1 0 0                                                           
1 1 0 0 1 1 0 0                                                           
1 1 0 1 0 1 0 0                                                           
1 1 0 1 1 1 0 1                                                           
1 1 1 0 0 1 0 1                                                           
1 1 1 0 1 1 1 1                                                           
1 1 1 1 0 1 1 1                                                           
1 1 1 1 1 1 1 1                                                           
______________________________________                                    
 3% 28% 68% 59% 75% 71% 56% 71% 84% 78% 84% 93% 96%                       
87% 93% 93% 90% 96% 96% 93% 96% 96% 87% 96% 96% 96%                       
100%                                                                      
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
layer number = 2                                                          
______________________________________                                    
7 4  6  3  3  5 -5 -4                                                     
9 3 -1 -1 -1 -8  11  0                                                    
2 4  3  4  4 -8 -9  2                                                     
______________________________________                                    
weight 2                                                                  
______________________________________                                    
 -7 -4 -6 -3 -3 -10 -1  -1                                                
-11 -6  0  0  0  10 -6   2                                                
  1 -2 -1 -2 -2   6  9 -13                                                
______________________________________                                    
recall                                                                    
______________________________________                                    
0 0 0                                                                     
0 0 1                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
0 0 1                                                                     
0 1 0                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
0 1 0                                                                     
0 1 1                                                                     
0 1 1                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 0 0                                                                     
1 0 0                                                                     
1 0 1                                                                     
1 0 1                                                                     
1 1 0                                                                     
1 1 0                                                                     
1 1 1                                                                     
______________________________________                                    
 
    
     EMBODIMENT II 
     A circuit for generating a sine curve 
     The number of layers is shown in table 2 in the same condition as the embodiment I, and the results are shown in List II. 
     
                       TABLE 2                                                     
______________________________________                                    
M learning number   300    500                                            
______________________________________                                    
20                  4      4                                              
40                  3      2                                              
______________________________________                                    
 
    
     List II 
     Input file name is &#34;s&#34; 
     Connection type is 2 
     Max. weight sum=20 
     Number of learnings=300 
     Initial weight value=0 
     Max. weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         __________________________________________________________________________
input/output                                                              
           0 0 0 0                                                        
               0 0 0 0                                                    
           0 0 0 1                                                        
               0 0 1 1                                                    
           0 0 1 0                                                        
               0 1 0 1                                                    
           0 0 1 1                                                        
               1 0 0 0                                                    
           0 1 0 0                                                        
               1 0 1 0                                                    
           0 1 0 1                                                        
               1 0 1 1                                                    
           0 1 1 0                                                        
               1 1 0 1                                                    
           0 1 1 1                                                        
               1 1 1 0                                                    
           1 0 0 0                                                        
               1 1 1 1                                                    
           1 0 0 1                                                        
               1 1 1 1                                                    
(Error percentage)                                                        
20%                                                                       
   10%                                                                    
      10%                                                                 
         30%                                                              
            30%                                                           
               50% 20%                                                    
                      30%                                                 
                         30%                                              
                            50%                                           
                               30%                                        
                                  40%                                     
                                     40%                                  
50%                                                                       
   40%                                                                    
      50%                                                                 
         60%                                                              
            50%                                                           
               40% 60%                                                    
                      40%                                                 
                         40%                                              
                            60%                                           
                               60%                                        
                                  40%                                     
                                     50%                                  
40%                                                                       
   50%                                                                    
      60%                                                                 
         50%                                                              
            50%                                                           
               50% 50%                                                    
                      60%                                                 
                         60%                                              
                            50%                                           
                               50%                                        
                                  50%                                     
                                     40%                                  
20%                                                                       
   50%                                                                    
      60%                                                                 
         40%                                                              
            40%                                                           
               50% 50%                                                    
                      40%                                                 
                         40%                                              
                            60%                                           
                               40%                                        
                                  40%                                     
                                     60%                                  
40%                                                                       
   40%                                                                    
      60%                                                                 
         60%                                                              
            40%                                                           
               60% 40%                                                    
                      60%                                                 
                         60%                                              
                            50%                                           
                               60%                                        
                                  30%                                     
                                     40%                                  
50%                                                                       
   50%                                                                    
      40%                                                                 
         50%                                                              
            40%                                                           
               40% 40%                                                    
                      50%                                                 
                         40%                                              
                            50%                                           
                               60%                                        
                                  30%                                     
                                     40%                                  
50%                                                                       
   50%                                                                    
      40%                                                                 
         60%                                                              
            40%                                                           
               60% 60%                                                    
                      50%                                                 
                         50%                                              
                            40%                                           
                               40%                                        
                                  50%                                     
                                     50%                                  
40%                                                                       
   50%                                                                    
      50%                                                                 
         40%                                                              
            60%                                                           
               40% 60%                                                    
                      60%                                                 
                         60%                                              
                            50%                                           
                               60%                                        
                                  60%                                     
                                     30%                                  
50%                                                                       
   40%                                                                    
      50%                                                                 
         50%                                                              
            50%                                                           
               50% 50%                                                    
                      40%                                                 
                         50%                                              
                            50%                                           
                               40%                                        
                                  60%                                     
                                     40%                                  
40%                                                                       
   60%                                                                    
      60%                                                                 
         40%                                                              
            50%                                                           
               50% 60%                                                    
                      50%                                                 
                         40%                                              
                            50%                                           
                               50%                                        
                                  60%                                     
                                     40%                                  
50%                                                                       
   40%                                                                    
      60%                                                                 
         60%                                                              
            50%                                                           
               50% 60%                                                    
                      60%                                                 
                         50%                                              
                            50%                                           
                               60%                                        
                                  50%                                     
                                     40%                                  
50%                                                                       
   50%                                                                    
      50%                                                                 
         50%                                                              
            60%                                                           
               50% 50%                                                    
                      60%                                                 
                         50%                                              
                            40%                                           
                               40%                                        
                                  50%                                     
                                     50%                                  
30%                                                                       
   50%                                                                    
      50%                                                                 
         50%                                                              
            50%                                                           
               50% 30%                                                    
                      50%                                                 
                         60%                                              
                            50%                                           
                               50%                                        
                                  50%                                     
                                     40%                                  
40%                                                                       
   60%                                                                    
      60%                                                                 
         50%                                                              
            50%                                                           
               50% 50%                                                    
                      40%                                                 
                         60%                                              
                            50%                                           
                               40%                                        
                                  60%                                     
                                     50%                                  
20%                                                                       
   30%                                                                    
      60%                                                                 
         40%                                                              
            40%                                                           
               60% 40%                                                    
                      40%                                                 
                         60%                                              
                            50%                                           
                               60%                                        
                                  60%                                     
                                     40%                                  
50%                                                                       
   60%                                                                    
      60%                                                                 
         50%                                                              
            40%                                                           
               50% 50%                                                    
                      50%                                                 
                         50%                                              
                            50%                                           
                               50%                                        
                                  50%                                     
                                     40%                                  
50%                                                                       
   40%                                                                    
      50%                                                                 
         60%                                                              
            50%                                                           
               60% 60%                                                    
                      50%                                                 
                         40%                                              
                            40%                                           
                               50%                                        
                                  50%                                     
                                     60%                                  
60%                                                                       
   50%                                                                    
      50%                                                                 
         50%                                                              
            50%                                                           
               60% 50%                                                    
                      60%                                                 
                         60%                                              
                            40%                                           
                               50%                                        
                                  60%                                     
                                     40%                                  
60%                                                                       
   50%                                                                    
      50%                                                                 
         60%                                                              
            60%                                                           
               60% 50%                                                    
                      50%                                                 
                         50%                                              
                            50%                                           
                               50%                                        
                                  50%                                     
                                     50%                                  
50%                                                                       
   60%                                                                    
      50%                                                                 
         50%                                                              
            60%                                                           
               40% 60%                                                    
                      60%                                                 
                         60%                                              
                            50%                                           
                               60%                                        
                                  60%                                     
                                     50%                                  
50%                                                                       
   50%                                                                    
      60%                                                                 
         60%                                                              
            60%                                                           
               60% 50%                                                    
                      60%                                                 
                         40%                                              
                            60%                                           
                               60%                                        
                                  60%                                     
                                     60%                                  
60%                                                                       
   50%                                                                    
      50%                                                                 
         20%                                                              
            60%                                                           
               50% 60%                                                    
                      60%                                                 
                         50%                                              
                            60%                                           
                               60%                                        
                                  60%                                     
                                     50%                                  
60%                                                                       
   60%                                                                    
      50%                                                                 
         50%                                                              
            60%                                                           
               50% 50%                                                    
                      50%                                                 
                         50%                                              
                            30%                                           
                               50%                                        
                                  60%                                     
                                     40%                                  
40%                                                                       
   50%                                                                    
h.sub.-- (value actual output)                                            
0 0 0 1                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
0 0 0 1                                                                   
1 0 1 1                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 0                                                          
        5   5   4   4                                                     
        9   3   6   0                                                     
        5   5   -4  5     INPUT &#34;1&#34;                                       
        6   4   4   4                                                     
weight 2                                                                  
        -5  -5  1   4                                                     
        -9  0   -5  4                                                     
        -5  -4  5   -4    INPUT &#34;0&#34;                                       
        -1  5   5   6                                                     
new input                                                                 
0 0 0 0 0 0 0 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 0 0 0 1                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   10%                                                                    
      10%                                                                 
         30%                                                              
            50%                                                           
               40% 50%                                                    
                      40%                                                 
                         40%                                              
                            60%                                           
                               60%                                        
                                  50%                                     
                                     60%                                  
50%                                                                       
   60%                                                                    
      70%                                                                 
         70%                                                              
            50%                                                           
               70% 70%                                                    
                      70%                                                 
                         60%                                              
                            70%                                           
                               60%                                        
                                  60%                                     
                                     70%                                  
60%                                                                       
   50%                                                                    
      60%                                                                 
         70%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
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80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
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                               80%                                        
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80%                                                                       
   60%                                                                    
      80%                                                                 
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            60%                                                           
               80% 80%                                                    
                      60%                                                 
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                               60%                                        
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60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
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80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
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80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80% 80%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               60%                                        
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60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80% 60%                                                    
                      80%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60% 80%                                                    
                      80%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
h.sub.-- value                                                            
0 0 0 1                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 1                                                          
4        4   4   4   0   0    0  0                                        
5        2   4   0   1   4   0   1                                        
3        3   -3  3   1   0   3   0                                        
3        0   -3  1   1   6   0   2                                        
weight 2                                                                  
-2       0   -2  0   -6  5   2   0                                        
-5       0   -3  3   -1  -5  0   0                                        
-2       -2  6   -3  -1  0   -3  0                                        
-3       1   4   -1  1   -4  3   0                                        
new point                                                                 
0 0 0 0 0 0 0 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   40%                                                                    
      60%                                                                 
         80%                                                              
             70%                                                          
               70% 80%                                                    
                      60%                                                 
                         80%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         90%                                                              
            60%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            80%                                           
                               90%                                        
                                  60%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            90%                                                           
               60% 80%                                                    
                      90%                                                 
                         60%                                              
                            80%                                           
                               80%                                        
                                  90%                                     
                                     60%                                  
80%                                                                       
   90%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               90% 60%                                                    
                      80%                                                 
                         90%                                              
                            60%                                           
                               80%                                        
                                  80%                                     
                                     90%                                  
60%                                                                       
   80%                                                                    
      90%                                                                 
         60%                                                              
            80%                                                           
               80% 90%                                                    
                      60%                                                 
                         80%                                              
                            90%                                           
                               60%                                        
                                  80%                                     
                                     80%                                  
90%                                                                       
   60%                                                                    
h.sub.-- value                                                            
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 2                                                          
4        4   4   4   0   0   0   0                                        
6        1   4   -1  0   5   0   0                                        
3        2   -4  3   1   0   3   0                                        
3        0   -4  1   1   5   0   3                                        
weight 2                                                                  
-3       -2  0   2   -7  2   0   1                                        
-5       -1  -3  1   -1  -5  0   -1                                       
-3       -2  3   -3  -1  0   -3  0                                        
-4       0   4   -2  0   -4  2   -1                                       
new point                                                                 
0 0 0 0 0 0 0 0                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   30%                                                                    
      90%                                                                 
         90%                                                              
            90%                                                           
               100%                                                       
h.sub.-- value                                                            
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 1 0 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 3                                                          
4        4   4   4   0   0   0   0                                        
5        0   4   -1  0   6   -1  0                                        
2        2   -4  3   0   0   4   0                                        
2        -1  -5  0   0   3   -1  4                                        
weight 2                                                                  
-4       -3  0   0   -7  0   -1  0                                        
-4       -1  -3  0   -1  -5  0   -1                                       
-3       -3  2   -3  -1  0   -4  0                                        
-3       0   4   0   1   -3  2   -3                                       
recall                                                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
__________________________________________________________________________
 
    
     Input file name is &#34;s&#34; 
     Connection type is 2 
     Max. weight sum=20 
     Number of learnings=500 
     Initial weight value=0 
     Max weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         __________________________________________________________________________
           0 0 0 0                                                        
               0 0 0 0                                                    
           0 0 0 1                                                        
               0 0 1 1                                                    
           0 0 1 0                                                        
               0 1 0 1                                                    
           0 0 1 1                                                        
               1 0 0 0                                                    
           0 1 0 0                                                        
               1 0 1 0                                                    
           0 1 0 1                                                        
               1 0 1 1                                                    
           0 1 1 0                                                        
               1 1 0 1                                                    
           0 1 1 1                                                        
               1 1 1 0                                                    
           1 0 0 0                                                        
               1 1 1 1                                                    
           1 0 0 1                                                        
               1 1 1 1                                                    
20%                                                                       
   10%                                                                    
      10%                                                                 
         30%                                                              
            30%                                                           
               50%                                                        
                  20%                                                     
                     30%                                                  
                        30%                                               
                           50%                                            
                              30% 40%                                     
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50%                                                                       
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                              60% 40%                                     
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40%                                                                       
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                              50% 50%                                     
                                     40%                                  
20%                                                                       
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               50%                                                        
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                     40%                                                  
                        40%                                               
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                              40% 40%                                     
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40%                                                                       
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                              60% 30%                                     
                                     40%                                  
50%                                                                       
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                     50%                                                  
                        40%                                               
                           50%                                            
                              60% 30%                                     
                                     40%                                  
50%                                                                       
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      40%                                                                 
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            40%                                                           
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                     50%                                                  
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                           40%                                            
                              40% 50%                                     
                                     50%                                  
40%                                                                       
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      50%                                                                 
         40%                                                              
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               40%                                                        
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                     60%                                                  
                        60%                                               
                           50%                                            
                              60% 60%                                     
                                     30%                                  
50%                                                                       
   40%                                                                    
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         50%                                                              
            50%                                                           
               50%                                                        
                  50%                                                     
                     40%                                                  
                        50%                                               
                           50%                                            
                              40% 60%                                     
                                     40%                                  
40%                                                                       
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      60%                                                                 
         40%                                                              
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               50%                                                        
                  60%                                                     
                     50%                                                  
                        40%                                               
                           50%                                            
                              50% 60%                                     
                                     40%                                  
50%                                                                       
   40%                                                                    
      60%                                                                 
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            50%                                                           
               50%                                                        
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                        50%                                               
                           50%                                            
                              60% 50%                                     
                                     40%                                  
50%                                                                       
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               50%                                                        
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                     60%                                                  
                        50%                                               
                           40%                                            
                              40% 50%                                     
                                     50%                                  
30%                                                                       
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               50%                                                        
                  30%                                                     
                     50%                                                  
                        60%                                               
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                              50% 50%                                     
                                     40%                                  
40%                                                                       
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                     40%                                                  
                        60%                                               
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                              40% 60%                                     
                                     50%                                  
20%                                                                       
   30%                                                                    
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         40%                                                              
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                              60% 60%                                     
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50%                                                                       
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                              50% 50%                                     
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50%                                                                       
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                        40%                                               
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                              50% 50%                                     
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60%                                                                       
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                        60%                                               
                           40%                                            
                              50% 60%                                     
                                     40%                                  
60%                                                                       
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                        50%                                               
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                              50% 50%                                     
                                     50%                                  
50%                                                                       
   60%                                                                    
      50%                                                                 
         50%                                                              
            60%                                                           
               40%                                                        
                  60%                                                     
                     60%                                                  
                        60%                                               
                           50%                                            
                              60% 60%                                     
                                     50%                                  
50%                                                                       
   50%                                                                    
      60%                                                                 
         60%                                                              
            60%                                                           
               60%                                                        
                  50%                                                     
                     60%                                                  
                        40%                                               
                           60%                                            
                              60% 60%                                     
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60%                                                                       
   50%                                                                    
      50%                                                                 
         20%                                                              
            60%                                                           
               50%                                                        
                  60%                                                     
                     60%                                                  
                        50%                                               
                           60%                                            
                              60% 60%                                     
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60%                                                                       
   60%                                                                    
      50%                                                                 
         50%                                                              
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               50%                                                        
                  50%                                                     
                     50%                                                  
                        50%                                               
                           30%                                            
                              50% 60%                                     
                                     40%                                  
40%                                                                       
   50%                                                                    
      30%                                                                 
         30%                                                              
            50%                                                           
               40%                                                        
                  40%                                                     
                     60%                                                  
                        50%                                               
                           30%                                            
                              50% 50%                                     
                                     50%                                  
60%                                                                       
   50%                                                                    
      50%                                                                 
         60%                                                              
            50%                                                           
               50%                                                        
                  50%                                                     
                     30%                                                  
                        50%                                               
                           60%                                            
                              40% 40%                                     
                                     50%                                  
30%                                                                       
   30%                                                                    
      50%                                                                 
         40%                                                              
            40%                                                           
               60%                                                        
                  50%                                                     
                     30%                                                  
                        50%                                               
                           50%                                            
                              50% 60%                                     
                                     50%                                  
50%                                                                       
   60%                                                                    
      50%                                                                 
         50%                                                              
            50%                                                           
               30%                                                        
                  50%                                                     
                     60%                                                  
                        40%                                               
                           40%                                            
                              50% 30%                                     
                                     30%                                  
50%                                                                       
   40%                                                                    
      40%                                                                 
         60%                                                              
            50%                                                           
               30%                                                        
                  50%                                                     
                     50%                                                  
                        50%                                               
                           60%                                            
                              50% 50%                                     
                                     60%                                  
50%                                                                       
   50%                                                                    
      50%                                                                 
         30%                                                              
            50%                                                           
               60%                                                        
                  40%                                                     
                     40%                                                  
                        50%                                               
                           30%                                            
                              30% 50%                                     
                                     40%                                  
40%                                                                       
   60%                                                                    
      50%                                                                 
         30%                                                              
            50%                                                           
               50%                                                        
                  50%                                                     
                     60%                                                  
                        50%                                               
                           50%                                            
                              60% 50%                                     
                                     50%                                  
50%                                                                       
   30%                                                                    
      50%                                                                 
         60%                                                              
            40%                                                           
               40%                                                        
                  50%                                                     
                     30%                                                  
                        30%                                               
                           50%                                            
                              40% 40%                                     
                                     60%                                  
50%                                                                       
   30%                                                                    
      50%                                                                 
         50%                                                              
            50%                                                           
               60%                                                        
                  50%                                                     
                     50%                                                  
                        60%                                               
                           50%                                            
                              50% 50%                                     
                                     30%                                  
50%                                                                       
   60%                                                                    
      40%                                                                 
         40%                                                              
            50%                                                           
               30%                                                        
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                     50%                                                  
                        40%                                               
                           40%                                            
                              60% 50%                                     
                                     30%                                  
50%                                                                       
   50%                                                                    
      50%                                                                 
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               50%                                                        
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                     50%                                                  
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                              30% 50%                                     
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40%                                                                       
   40%                                                                    
      50%                                                                 
         30%                                                              
            30%                                                           
               50%                                                        
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                     40%                                                  
                        60%                                               
                           50%                                            
                              30% 50%                                     
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50%                                                                       
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               50%                                                        
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                     50%                                                  
                        30%                                               
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                              60% 40%                                     
                                     40%                                  
50%                                                                       
   30%                                                                    
      30%                                                                 
         50%                                                              
            40%                                                           
               40%                                                        
                  60%                                                     
                     50%                                                  
                        30%                                               
                           50%                                            
                              50% 50%                                     
                                     60%                                  
50%                                                                       
   50%                                                                    
      60%                                                                 
         50%                                                              
            50%                                                           
               50%                                                        
                  30%                                                     
                     50%                                                  
                        60%                                               
                           40%                                            
                              40% 50%                                     
                                     30%                                  
30%                                                                       
   50%                                                                    
      40%                                                                 
         40%                                                              
            60%                                                           
               50%                                                        
                  30%                                                     
h.sub. -- value                                                           
0 0 0 1                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
0 0 0 1                                                                   
1 0 1 1                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 0                                                          
             5   5   4   4                                                
             9   3   6   0                                                
             5   5   -4  5                                                
             6   4   4   4                                                
weight 2                                                                  
             -5  -5  1   4                                                
             -9  0   -5  4                                                
             -5  -4  5   -4                                               
             -2  5   5   6                                                
new input                                                                 
0 0 0 0 0 0 0 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 0 0 0 1                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   10%                                                                    
      30%                                                                 
         50%                                                              
            40%                                                           
               60%                                                        
                  60%                                                     
                     60%                                                  
                        60%                                               
                           70%                                            
                              60% 70%                                     
                                     60%                                  
60%                                                                       
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                              60% 60%                                     
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60%                                                                       
   50%                                                                    
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         70%                                                              
            60%                                                           
               80%                                                        
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                              60% 80%                                     
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60%                                                                       
   80%                                                                    
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         60%                                                              
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
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80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
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                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
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         80%                                                              
            60%                                                           
               80%                                                        
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                     60%                                                  
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                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
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                           60%                                            
                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
                                     80%                                  
80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
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80%                                                                       
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               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
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                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
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               60%                                                        
                  80%                                                     
                     80%                                                  
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                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
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               80%                                                        
                  60%                                                     
                     80%                                                  
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                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
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               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
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               60%                                                        
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                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
h.sub.-- value                                                            
0 0 0 1                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 1                                                          
4        4   4   4   0   0   0   0                                        
5        2   4   0   1   4   0   1                                        
3        3   -3  3   1   0   3   0                                        
3        0   -3  1   1   6   0   2                                        
weight 2                                                                  
2        2   -2  -2  -7  0   0   0                                        
-5       0   -3  3   -1  -5  0   0                                        
-2       -2  6   -3  -1  0   -3  0                                        
-3       1   4   -1  1   -4  3   0                                        
new input                                                                 
0 0 0 0 0 0 0 1                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 1 0 0 0                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   40%                                                                    
      40%                                                                 
         80%                                                              
            80%                                                           
               70%                                                        
                  70%                                                     
                     90%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
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               60%                                                        
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                        60%                                               
                           80%                                            
                              80% 60%                                     
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80%                                                                       
   60%                                                                    
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         80%                                                              
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                              60% 80%                                     
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60%                                                                       
   80%                                                                    
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         60%                                                              
            80%                                                           
               80%                                                        
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
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80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
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80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
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80%                                                                       
   80%                                                                    
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                              80% 60%                                     
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80%                                                                       
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               80%                                                        
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                              60% 80%                                     
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60%                                                                       
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      80%                                                                 
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
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                              60% 80%                                     
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60%                                                                       
   80%                                                                    
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
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80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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         60%                                                              
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                              80% 80%                                     
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80%                                                                       
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                              80% 60%                                     
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80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
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                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
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                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
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               60%                                                        
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                              80% 60%                                     
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80%                                                                       
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                              60% 80%                                     
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60%                                                                       
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80%                                                                       
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                              80% 60%                                     
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80%                                                                       
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               80%                                                        
                  80%                                                     
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                           80%                                            
                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
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                           60%                                            
                              80% 80%                                     
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80%                                                                       
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               60%                                                        
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                              80% 60%                                     
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80%                                                                       
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      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
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                              60% 80%                                     
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60%                                                                       
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                              80% 80%                                     
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80%                                                                       
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                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
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                     60%                                                  
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                              80% 60%                                     
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80%                                                                       
   60%                                                                    
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         60%                                                              
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               80%                                                        
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                              80% 80%                                     
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60%                                                                       
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               80%                                                        
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                        80%                                               
                           60%                                            
                              80% 80%                                     
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80%                                                                       
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                        60%                                               
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                              80% 60%                                     
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80%                                                                       
   60%                                                                    
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         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
                     60%                                                  
                        80%                                               
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                              60% 80%                                     
                                     80%                                  
60%                                                                       
   80%                                                                    
      80%                                                                 
         60%                                                              
            80%                                                           
               80%                                                        
                  60%                                                     
                     80%                                                  
                        80%                                               
                           60%                                            
                              80% 80%                                     
                                     60%                                  
80%                                                                       
   80%                                                                    
      60%                                                                 
         80%                                                              
            80%                                                           
               60%                                                        
                  80%                                                     
                     80%                                                  
                        60%                                               
                           80%                                            
                              80% 60%                                     
                                     80%                                  
80%                                                                       
   60%                                                                    
      80%                                                                 
         80%                                                              
            60%                                                           
               80%                                                        
                  80%                                                     
h.sub.-- value                                                            
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 2                                                          
4        4   4   4   0   0   0   0                                        
6        1   4   -1  0   5   0   0                                        
3        2   -4  3   1   0   3   0                                        
3        0   -3  1   1   5   0   3                                        
weight 2                                                                  
0        0   0   0   -10 1   -2  3                                        
-5       -1  -3  1   -1  -5  0   -1                                       
-3       -2  3   -3  -1  0   -3  0                                        
-4       0   4   -1  0   -4  1   -1                                       
new input                                                                 
0 0 0 0 0 0 0 0                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
20%                                                                       
   10%                                                                    
      60%                                                                 
         90%                                                              
            90%                                                           
               90%                                                        
                  90%                                                     
                     90%                                                  
                        90%                                               
                           90%                                            
                              100%                                        
h.sub.-- value                                                            
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
layer number = 3                                                          
4        4   4   4   0   0   0   0                                        
5        0   4   -1  0   6   -1  0                                        
2        2   -4  3   0   0   4   0                                        
3        -1  -4  0   0   3   -1  4                                        
weight 2                                                                  
-1       -1  0   0   -10 0   -2  3                                        
-4       -1  -3  0   -1  -5  0   -1                                       
-3       -3  2   -3  -1  0   -4  0                                        
-3       0   4   0   1   -2  2   -3                                       
recall                                                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
__________________________________________________________________________
 
    
     Input file name is &#34;s&#34; 
     Connection type is 2 
     Max. weight sum=40 
     Number of learnings=300 
     Initial weight value=0 
     Max. weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         ______________________________________                                    
0 0 0 0    0 0 0 0                                                        
0 0 0 1    0 0 1 1                                                        
0 0 1 0    0 1 0 1                                                        
0 0 1 1    1 0 0 0                                                        
0 1 0 0    1 0 1 0                                                        
0 1 0 1    1 0 1 1                                                        
0 1 1 0    1 1 0 1                                                        
0 1 1 1    1 1 1 0                                                        
1 0 0 0    1 1 1 1                                                        
1 0 0 1    1 1 1 1                                                        
______________________________________                                    
20% 10% 10% 30% 30% 50% 30% 30% 40% 40% 40% 30% 50%                       
50% 50% 50% 50% 50% 50% 50% 50% 50% 60% 50% 20% 50%                       
50% 50% 40% 40% 50% 50% 30% 30% 30% 50% 60% 40% 40%                       
40% 50% 50% 40% 30% 20% 60% 60% 40% 40% 30% 50% 50%                       
30% 30% 30% 60% 60% 40% 40% 40% 50% 30% 30% 30% 60%                       
40% 40% 40% 60% 60% 30% 20% 40% 50% 50% 40% 40% 60%                       
60% 40% 30% 50% 50% 40% 40% 40% 60% 40% 30% 30% 60%                       
50% 50% 50% 50% 50% 50% 50% 50% 60% 50% 60% 60% 40%                       
60% 60% 50% 40% 50% 50% 50% 40% 40% 60% 50% 40% 30%                       
40% 40% 40% 50% 50% 40% 50% 50% 40% 30% 60% 70% 60%                       
40% 30% 60% 60% 40% 30% 50% 50% 60% 50% 30% 30% 50%                       
50% 60% 60% 30% 20% 30% 60% 40% 40% 50% 40% 40% 50%                       
60% 50% 60% 60% 50% 50% 60% 70% 60% 30% 50% 50% 60%                       
60% 70% 40% 50% 50% 60% 50% 60% 50% 50% 40% 60% 60%                       
70% 60% 60% 50% 70% 60% 60% 50% 60% 60% 70% 60% 60%                       
40% 50% 50% 50% 60% 60% 60% 70% 50% 50% 50% 50% 60%                       
60% 60% 60% 50% 60% 60% 50% 70% 60% 60% 60% 50% 50%                       
50% 70% 60% 70% 70% 50% 60% 70% 50% 60% 60% 40% 50%                       
60% 40% 60% 60% 60% 60% 70% 70% 60% 60% 60% 50% 50%                       
50% 60% 60% 50% 60% 60% 60% 60% 60% 60% 60% 60% 50%                       
60% 50% 50% 50% 60% 50% 60% 60% 60% 60% 60% 60% 60%                       
60% 60% 60% 60% 50% 50% 60% 60% 40% 40% 50% 50% 40%                       
40% 60% 40% 50% 60% 60% 60% 50% 50% 50% 50% 40% 60%                       
50% 50%                                                                   
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 0                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 0                                                                   
1 1 0 0                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
layer number = 0                                                          
______________________________________                                    
10  9  9 10                                                               
18  8  12  0                                                              
10 10 -8 10                                                               
20  4  4  9                                                               
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-10 -8  5  4                                                              
-19  0 -6  14                                                             
 -9 -9  14 -6                                                             
-20  6  6  4                                                              
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 0                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 0                                                           
0 1 1 0 1 1 0 0                                                           
0 1 1 1 1 1 1 0                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
______________________________________                                    
20% 20% 30% 50% 60% 70% 60% 60% 70% 60% 60% 70% 80%                       
70% 60% 70% 80% 90% 70% 80% 80% 80% 80% 80% 80% 80%                       
70% 80% 60% 80% 70% 80% 60% 80% 80% 80% 70% 80% 80%                       
80% 70% 80% 90% 90% 80% 90% 90% 90% 90% 80% 80% 90%                       
90% 80% 80% 80% 70% 80% 80% 70% 80% 80% 90% 80% 70%                       
80% 90% 70% 80% 80% 80% 80% 90% 90% 80% 80% 90% 90%                       
80% 80% 90% 80% 80% 80% 80% 80% 80% 70% 80% 70% 70%                       
80% 80% 90% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80% 80%                       
80% 80%                                                                   
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
layer number = 1                                                          
______________________________________                                    
 9 9  9 9 0 0  0 0                                                        
13 5  11 0 0 8  0 0                                                       
 7 9 -4 7 2 0  6 1                                                        
 8 7  0 6 0 4 -6 5                                                        
______________________________________                                    
weight 2                                                                  
______________________________________                                    
 -3 -6  0  3 -18   0 -1   6                                               
-10  0 -6  10   0 -10  0   0                                              
 -4 -7  14 -5  -1   0 -6   0                                              
  0  0  11  0  -1  -8  7 -10                                              
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 1 0 0 0                                                           
0 1 0 0 1 0 1 0                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
______________________________________                                    
20% 30% 70% 90% 90% 90% 100%                                              
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
layer number = 2                                                          
______________________________________                                    
 9 9  9  9  1  0  0 0                                                     
13 3  10 -1  0  10 -1 0                                                   
 7 8 -8  7  1 -1  7 0                                                     
 9 0 -5  2 -2  2 -6 9                                                     
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-6 -8 -1  0 -15  -2 -4   1                                                
-9 -1 -7  3  -2 -11 -1  -3                                                
-6 -7  7 -6  -3  -1 -8  -2                                                
-4  3  10  0   0  -4  4 -11                                               
______________________________________                                    
recall                                                                    
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
 
    
     Input file name is &#34;s&#34; 
     Connection type is 2 
     Max. weight sum=40 
     Number of learnings=500 
     Initial weight value=0 
     Max. weight is used 
     Displayed percent is a variable unit 
     Delta weight is uninitialized 
     
         ______________________________________                                    
0 0 0 0    0 0 0 0                                                        
0 0 0 1    0 0 1 1                                                        
0 0 1 0    0 1 0 1                                                        
0 0 1 1    1 0 0 0                                                        
0 1 0 0    1 0 1 0                                                        
0 1 0 1    1 0 1 1                                                        
0 1 1 0    1 1 0 1                                                        
0 1 1 1    1 1 1 0                                                        
1 0 0 0    1 1 1 1                                                        
1 0 0 1    1 1 1 1                                                        
______________________________________                                    
20% 10% 10% 30% 30% 50% 30% 30% 40% 40% 40% 30% 50%                       
50% 50% 50% 50% 50% 50% 50% 50% 50% 60% 50% 20% 50%                       
50% 50% 40% 40% 50% 50% 30% 30% 30% 50% 60% 40% 40%                       
40% 50% 50% 40% 30% 20% 60% 60% 40% 40% 30% 50% 50%                       
30% 30% 30% 60% 60% 40% 40% 40% 50% 30% 30% 30% 60%                       
40% 40% 40% 60% 60% 30% 20% 40% 50% 50% 40% 40% 60%                       
60% 40% 30% 50% 50% 40% 40% 40% 60% 40% 30% 30% 60%                       
50% 50% 50% 50% 50% 50% 50% 50% 60% 50% 60% 60% 40%                       
60% 60% 50% 40% 50% 50% 50% 40% 40% 60% 50% 40% 30%                       
40% 40% 40% 50% 50% 40% 50% 50% 40% 30% 60% 70% 60%                       
40% 30% 60% 60% 40% 30% 50% 50% 60% 50% 30% 30% 50%                       
50% 60% 60% 30% 20% 30% 60% 40% 40% 50% 40% 40% 50%                       
60% 50% 60% 60% 50% 50% 60% 70% 60% 30% 50% 50% 60%                       
60% 70% 40% 50% 50% 60% 50% 60% 50% 50% 40% 60% 60%                       
70% 60% 60% 50% 70% 60% 60% 50% 60% 60% 70% 60% 60%                       
40% 50% 50% 50% 60% 60% 60% 70% 50% 50% 50% 50% 60%                       
60% 60% 60% 50% 60% 60% 50% 70% 60% 60% 60% 50% 50%                       
50% 70% 60% 70% 70% 50% 60% 70% 50% 60% 60% 40% 50%                       
60% 40% 60% 60% 60% 60% 70% 70% 60% 60% 60% 50% 50%                       
50% 60% 60% 50% 60% 60% 60% 60% 60% 60% 60% 60% 50%                       
60% 50% 50% 50% 60% 50% 60% 60% 60% 60% 60% 60% 60%                       
60% 60% 60% 60% 50% 50% 60% 60% 40% 40% 50% 50% 40%                       
40% 60% 40% 50% 60% 60% 60% 50% 50% 50% 50% 40% 60%                       
50% 50% 40% 60% 40% 40% 60% 50% 50% 50% 60% 60% 50%                       
60% 60% 50% 60% 50% 50% 40% 60% 60% 50% 50% 50% 50%                       
50% 50% 60% 60% 60% 60% 60% 50% 50% 50% 50% 60% 60%                       
60% 40% 70% 60% 60% 60% 60% 50% 50% 60% 60% 70% 50%                       
50% 50% 50% 50% 50% 50% 60% 60% 60% 50% 50% 50% 50%                       
60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60%                       
60% 40% 60% 50% 50% 40% 60% 40% 50% 40% 40% 40% 60%                       
40% 40% 50% 50% 40% 30% 50% 50% 40% 50% 60% 40% 50%                       
50% 50% 50% 50% 50% 70% 60% 50% 40% 50% 60% 40% 50%                       
60% 50% 40% 40% 60% 50% 50% 50% 60% 50% 30% 60% 50%                       
50% 50% 50% 50% 60% 50% 50% 60% 50% 60% 60% 60% 40%                       
60% 60% 50% 50% 60% 50% 50% 60% 50% 60% 50% 50% 60%                       
60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60% 60%                       
60% 60% 60% 60% 50% 60% 50% 50% 40% 60% 60% 50% 40%                       
60% 60% 40% 60% 60% 50% 60% 50% 60% 60% 60% 60% 50%                       
60% 70% 60% 50% 60% 50% 50%                                               
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
0 0 0 1                                                                   
1 0 1 1                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
layer number = 0                                                          
______________________________________                                    
 9 10  9 10                                                               
18  8  12  0                                                              
10 10 -8 10                                                               
15  8  8  8                                                               
______________________________________                                    
weight 2                                                                  
______________________________________                                    
  1 -21  8  7                                                             
-19   0 -6  14                                                            
 -9  -9  14 -6                                                            
-20   6  6  6                                                             
______________________________________                                    
new input                                                                 
______________________________________                                    
0 0 0 0 0 0 0 0                                                           
0 0 0 1 0 0 1 1                                                           
0 0 1 0 0 1 0 1                                                           
0 0 1 1 0 0 0 1                                                           
0 1 0 0 1 0 1 1                                                           
0 1 0 1 1 0 1 1                                                           
0 1 1 0 1 1 0 1                                                           
0 1 1 1 1 1 1 1                                                           
1 0 0 0 1 1 1 1                                                           
1 0 0 1 1 1 1 1                                                           
______________________________________                                    
20% 10% 40% 50% 30% 70% 40% 60% 60% 80% 60% 70% 80%                       
70% 90% 80% 80% 80% 100%                                                  
______________________________________                                    
h.sub.-- value                                                            
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________                                    
layer number = 1                                                          
______________________________________                                    
 9 10  9 9  0 0  0 0                                                      
12  5  10 0  1 7  0 1                                                     
 8  8 -6 6  2 0  5 1                                                      
14  0 -3 5 -3 2 -6 4                                                      
______________________________________                                    
weight 2                                                                  
______________________________________                                    
-4 -8  0  4 -8   4  4 -4                                                  
-8  0 -6  9 -2 -10  0 -1                                                  
-5 -6  12 -5 -3   0 -5 -1                                                 
 0  5  8  2 -3  -8 -1 -9                                                  
______________________________________                                    
recall                                                                    
______________________________________                                    
0 0 0 0                                                                   
0 0 1 1                                                                   
0 1 0 1                                                                   
1 0 0 0                                                                   
1 0 1 0                                                                   
1 0 1 1                                                                   
1 1 0 1                                                                   
1 1 1 0                                                                   
1 1 1 1                                                                   
1 1 1 1                                                                   
______________________________________