mhurhangee/ep-ind-claims huggingface dataset:
A computer implemented method of detecting anomalous behaviour within a computer network, the method comprising: accessing data records each corresponding to an occurrence of communication occurring via the computer network and including a plurality of attributes of the communication; generating, for each of at least a subset of the data records, a training data item for a neural network, the training data item being derived from at least a portion of the attributes of the record and the neural network having input units and output units corresponding to items in a corpus of attribute values for communications occurring via the network; augmenting the training data by replicating each of one or more training data items in response to a determination that a value of a size attribute of a data record corresponding to the training data item exceeds a predetermined threshold size; training the neural network using the augmented training data so as to define a vector representation for each attribute value in the corpus based on weights in the neural network for an input unit corresponding to the attribute value; repeating the accessing, generating, augmenting and training steps to generate multiple generations of vector representations for each attribute value in the corpus, each generation corresponding to data records received during a different time period; and for at least a subset of attribute values in the corpus, comparing the multiple generations of vector representations to identify a change in one or more vector representation as an indication of an anomalous change of behaviour in the computer network. accessing data records each corresponding to an occurrence of communication occurring via the computer network and including a plurality of attributes of the communication; generating, for each of at least a subset of the data records, a training data item for a neural network, the training data item being derived from at least a portion of the attributes of the record and the neural network having input units and output units corresponding to items in a corpus of attribute values for communications occurring via the network; augmenting the training data by replicating each of one or more training data items in response to a determination that a value of a size attribute of a data record corresponding to the training data item exceeds a predetermined threshold size; training the neural network using the augmented training data so as to define a vector representation for each attribute value in the corpus based on weights in the neural network for an input unit corresponding to the attribute value; repeating the accessing, generating, augmenting and training steps to generate multiple generations of vector representations for each attribute value in the corpus, each generation corresponding to data records received during a different time period; and for at least a subset of attribute values in the corpus, comparing the multiple generations of vector representations to identify a change in one or more vector representation as an indication of an anomalous change of behaviour in the computer network.
A cam shifting arrangement for shifting at least a first cam piece (11, 161a, 161b) axially along a camshaft (7, 157) of a valve train assembly (5, 150) of an internal combustion engine to selectively position the cam piece (11, 161a, 161b) in at least a first axial position or a second axial position on the cam shaft (7, 157), the shifting arrangement comprising: a shifting member (51, 174) arranged inside an inner bore of the camshaft (7, 157) substantially parallel with the cam shaft (7, 157) and moveable to cause the first cam piece (11, 161a, 161b) to be moved between the first axial position and the second axial position, wherein, the shifting member (51, 174) comprises a first contact surface (53c, 193c) which following the shifting member (51, 174) being moved in a first direction contacts the first cam piece (11, 161a, 161b) to cause the first cam piece (11, 161a, 161b) to be moved from the first axial position to the second axial position and a second contact surface (53d, 193d) which following the shifting member (51, 174) being moved in a second direction contacts the first cam piece (11, 161a, 161b) to cause the first cam piece (11, 161a, 161b) to be moved from the second axial position to the first axial position, characterised in that the shifting member (51, 174) does not rotate and that the first (53c, 193c) and second (53d, 193d) contact surfaces are angled across an outer surface of the shifting member (51, 174) in opposite senses so that at one end the first (53c, 193c) and second (53d, 193d) contact surfaces are closer together than they are at another end. a shifting member (51, 174) arranged inside an inner bore of the camshaft (7, 157) substantially parallel with the cam shaft (7, 157) and moveable to cause the first cam piece (11, 161a, 161b) to be moved between the first axial position and the second axial position, wherein, the shifting member (51, 174) comprises a first contact surface (53c, 193c) which following the shifting member (51, 174) being moved in a first direction contacts the first cam piece (11, 161a, 161b) to cause the first cam piece (11, 161a, 161b) to be moved from the first axial position to the second axial position and a second contact surface (53d, 193d) which following the shifting member (51, 174) being moved in a second direction contacts the first cam piece (11, 161a, 161b) to cause the first cam piece (11, 161a, 161b) to be moved from the second axial position to the first axial position, characterised in that the shifting member (51, 174) does not rotate and that the first (53c, 193c) and second (53d, 193d) contact surfaces are angled across an outer surface of the shifting member (51, 174) in opposite senses so that at one end the first (53c, 193c) and second (53d, 193d) contact surfaces are closer together than they are at another end.
A system for growing crystals from a liquid in a crucible, the system comprising: a support structure to support the crucible from below; a heat exchanger movable with respect to the support structure to extract heat from the support structure, wherein the heat exchanger includes insulation that is movable away from the support structure such that the movement away from the support structure causes a loss of heat from the support structure; at least one heating element to heat the crucible; and a movable shield movable relative to the at least one heating element and the crucible over a range of positions between the at least one heating element and the crucible. a support structure to support the crucible from below; a heat exchanger movable with respect to the support structure to extract heat from the support structure, wherein the heat exchanger includes insulation that is movable away from the support structure such that the movement away from the support structure causes a loss of heat from the support structure; at least one heating element to heat the crucible; and a movable shield movable relative to the at least one heating element and the crucible over a range of positions between the at least one heating element and the crucible.
A method of populating a contacts directory associated with a telephonic device, comprising: placing a call from a first telephonic device to a second telephonic device, wherein the first telephonic device is a multi-mode device configured to connect to a plurality of different telephone networks; receiving called party contact information associated with the second telephonic device; storing the called party contact information automatically in the contacts directory as a contact; and tagging the contact with a label associated with a network over which the call is placed, wherein availability of the called party for placing a second call is dependent on availability of the network over which the call was originally placed. placing a call from a first telephonic device to a second telephonic device, wherein the first telephonic device is a multi-mode device configured to connect to a plurality of different telephone networks; receiving called party contact information associated with the second telephonic device; storing the called party contact information automatically in the contacts directory as a contact; and tagging the contact with a label associated with a network over which the call is placed, wherein availability of the called party for placing a second call is dependent on availability of the network over which the call was originally placed.
A method comprising: receiving, by a database system, a query statement; forming a runtime plan tree in accordance with the query statement; and traversing the runtime plan tree, comprising: determining whether a function node of the runtime plan tree is qualified for just-in-time, JIT, compilation, and upon determining that the function node is a qualified for JIT compilation: producing a string key in accordance with a function of the function node, and determining whether a compiled object corresponding to the string key is stored in a compiled object cache (126, 152), upon determining that the compiled object is not in the compiled object cache (126, 152), generating a low level virtual machine, LLVM, intermediate representation, IR, format function in accordance with a function of the function node, machine code just-in-time, MCJIT, compiling the LLVM IR format function to produce a compiled object, and storing the compiled object in the compiled object cache (126, 152). receiving, by a database system, a query statement; forming a runtime plan tree in accordance with the query statement; and traversing the runtime plan tree, comprising: determining whether a function node of the runtime plan tree is qualified for just-in-time, JIT, compilation, and upon determining that the function node is a qualified for JIT compilation: producing a string key in accordance with a function of the function node, and determining whether a compiled object corresponding to the string key is stored in a compiled object cache (126, 152), upon determining that the compiled object is not in the compiled object cache (126, 152), generating a low level virtual machine, LLVM, intermediate representation, IR, format function in accordance with a function of the function node, machine code just-in-time, MCJIT, compiling the LLVM IR format function to produce a compiled object, and storing the compiled object in the compiled object cache (126, 152). determining whether a function node of the runtime plan tree is qualified for just-in-time, JIT, compilation, and upon determining that the function node is a qualified for JIT compilation: producing a string key in accordance with a function of the function node, and determining whether a compiled object corresponding to the string key is stored in a compiled object cache (126, 152), producing a string key in accordance with a function of the function node, and determining whether a compiled object corresponding to the string key is stored in a compiled object cache (126, 152), upon determining that the compiled object is not in the compiled object cache (126, 152), generating a low level virtual machine, LLVM, intermediate representation, IR, format function in accordance with a function of the function node, machine code just-in-time, MCJIT, compiling the LLVM IR format function to produce a compiled object, and storing the compiled object in the compiled object cache (126, 152).
A method for determining an initial mean open loop power level of a pilot channel of a reverse traffic channel for a mobile terminal, the initial mean open loop power level enabling handoff of an active call from a first access network (14, 20, 24) to a second access network (16, 22, 32), the first access network (14, 20, 24) using a first air interface standard that is different from a second air interface standard used by the second access network (16, 22, 32), the method comprising: receiving (S116, S 102), at the mobile terminal, a handoff initialization request from the first access network (14, 20, 24); measuring, at the mobile terminal, a mean received power level of a forward link of the second access network; transmitting (S118, S104), from the mobile terminal, the measured mean forward link power to the second access network (16, 22, 32) through a tunneling interface between the first and second access networks; receiving (S120, S 106), at the mobile terminal, an open loop power adjustment factor from the second access network (16, 22, 32) through the tunneling interface; and setting (S122, S110), at the mobile terminal, the initial mean open loop power level based on the open loop power adjustment factor. receiving (S116, S 102), at the mobile terminal, a handoff initialization request from the first access network (14, 20, 24); measuring, at the mobile terminal, a mean received power level of a forward link of the second access network; transmitting (S118, S104), from the mobile terminal, the measured mean forward link power to the second access network (16, 22, 32) through a tunneling interface between the first and second access networks; receiving (S120, S 106), at the mobile terminal, an open loop power adjustment factor from the second access network (16, 22, 32) through the tunneling interface; and setting (S122, S110), at the mobile terminal, the initial mean open loop power level based on the open loop power adjustment factor.
Apparatus for the production of chewing gum, comprising, download of an extruder, several pairs of opposing and counter-rotating rollers designed to reduce the thickness of a sheet of gum base for passage between a pair of engraved, counter-rotating forming rollers (11, 12) to form on said sheet of gum base individual pieces of chewing gum to be separated one from the other, said forming rollers (11, 12) having a first series of irregular hexagons oriented horizontally, i.e. axially, and a second series of irregular hexagons oriented vertically, i.e., circumferentially with respect to said forming rollers (11, 12), said irregular hexagons being all identical one to the other and perimetrically delimited by knives, the intersection of said reciprocally orthogonal series (30, 40) of irregular hexagons determining in each hexagon four irregular pentagons (50, 50') identical one to the other in opposing pairs, the pattern drawn by said knives determining, on said sheet of gum base, the creation of said individual pieces of chewing gum in the shape of an irregular pentagon.
A method to bend a straw comprising the steps of: causing a bending drum, which is provided with at least one seat designed to house the straight straw and with a cavity arranged at the seat and radially more on the inside than the seat, to rotate around a rotation axis; feeding the straight straw to the seat; and pushing the straw into the cavity by means of the action of a first bending element, which radially moves relative to the seat for at least partially bending the straw in a "U"-shape against at least one wall of the cavity. causing a bending drum, which is provided with at least one seat designed to house the straight straw and with a cavity arranged at the seat and radially more on the inside than the seat, to rotate around a rotation axis; feeding the straight straw to the seat; and pushing the straw into the cavity by means of the action of a first bending element, which radially moves relative to the seat for at least partially bending the straw in a "U"-shape against at least one wall of the cavity.
A pharmaceutical composition for use in the improvement of lung function in a patient suffering from cystic fibrosis with an inflammatory component, who is not being administered with inhaled antibiotics, said composition comprising (a) a therapeutically effective amount of N-acetylcysteine or a pharmaceutically acceptable salt thereof and (b) a carrier.
A method for the hydroformylation of a terminal alkene (C≤12) or a substituted terminal alkene (C≤12) to make an aldehyde, comprising a step of reacting the terminal alkene (C<12) or the substituted terminal alkene (C≤12) with carbon monoxide and hydrogen (H 2) in a reaction mixture comprising a rhodium complex and an N-heterocyclic carbene ligand to produce an aldehyde (C≤13) or a substituted aldehyde (C≤13) at a pressure from 0.69 MPa (100 psi) to 2.07 MPa (300 psi) wherein the terminal alkene (C≤12) or substituted terminal alkene (C≤12) is allyl alcohol.
An earth-boring tool, comprising: a body; a rotating member disposed over a protrusion from the body and configured to rotate relative to the body; a bearing assembly disposed within a cavity of the rotating member, the bearing assembly comprising an inner race coupled with the protrusion and an outer race coupled with the rotating member; and a bearing retainer affixed within the cavity of the rotating member and retaining the bearing assembly within the cavity of the rotating member; characterized in that the earth-boring tool further comprises: a seal assembly comprising: a sealing element rotationally coupled with the bearing retainer, the sealing element comprising a first sealing surface; a second sealing surface disposed on the inner race; and an energizing element urging the first sealing surface into sealing engagement with the second sealing surface. a body; a rotating member disposed over a protrusion from the body and configured to rotate relative to the body; a bearing assembly disposed within a cavity of the rotating member, the bearing assembly comprising an inner race coupled with the protrusion and an outer race coupled with the rotating member; and a bearing retainer affixed within the cavity of the rotating member and retaining the bearing assembly within the cavity of the rotating member; characterized in that the earth-boring tool further comprises: a seal assembly comprising: a sealing element rotationally coupled with the bearing retainer, the sealing element comprising a first sealing surface; a second sealing surface disposed on the inner race; and an energizing element urging the first sealing surface into sealing engagement with the second sealing surface. a sealing element rotationally coupled with the bearing retainer, the sealing element comprising a first sealing surface; a second sealing surface disposed on the inner race; and an energizing element urging the first sealing surface into sealing engagement with the second sealing surface.
A display device comprising: a display panel having a front surface for displaying an image and a rear surface opposite to the front surface; a plate positioned behind the display panel and attached to the rear surface of the display panel; a module cover positioned behind the plate and covering the plate, the module cover including a forming area formed by protruding a part of the module cover backward; and a housing positioned behind the module cover and coupled to a rear surface of the module cover, wherein the plate has a first layer blocking heat transfer towards the display panel and a second layer coming into contact with at least part of the module cover and distributing heat, wherein the display panel is an organic light-emitting diode, OLED, panel that emits light by itself. a display panel having a front surface for displaying an image and a rear surface opposite to the front surface; a plate positioned behind the display panel and attached to the rear surface of the display panel; a module cover positioned behind the plate and covering the plate, the module cover including a forming area formed by protruding a part of the module cover backward; and a housing positioned behind the module cover and coupled to a rear surface of the module cover, wherein the plate has a first layer blocking heat transfer towards the display panel and a second layer coming into contact with at least part of the module cover and distributing heat, wherein the display panel is an organic light-emitting diode, OLED, panel that emits light by itself.
A device for controlling transmission of electromagnetic waves, the device comprising: a conductor line which is positioned on a signal layer and along which electromagnetic waves received via an input terminal travels; a ground layer electrically separated from the signal layer through a dielectric layer and electrically grounded; a shunt via including a first end and a second end and connected to the conductor line through the first end; and a photoconductive semiconductor which is connected between the second end of the shunt via and the ground layer, and is configured to be in a dielectric state or a conducting state, based on an input of an optical signal, wherein the conductor line is electrically connected to the ground layer through the photoconductive semiconductor in the conducting state, and the shunt via, thereby causing reflection of electromagnetic waves from the shunt via, wherein the optical signal comprises a pulse signal, wherein the pulse signal comprises a first pulse for setting the photoconductive semiconductor to the conducting state and a second pulse having a period shorter than a carrier lifetime of the photoconductive semiconductor, the second pulse having a duration sufficient to restore the conducting state. a conductor line which is positioned on a signal layer and along which electromagnetic waves received via an input terminal travels; a ground layer electrically separated from the signal layer through a dielectric layer and electrically grounded; a shunt via including a first end and a second end and connected to the conductor line through the first end; and a photoconductive semiconductor which is connected between the second end of the shunt via and the ground layer, and is configured to be in a dielectric state or a conducting state, based on an input of an optical signal, wherein the conductor line is electrically connected to the ground layer through the photoconductive semiconductor in the conducting state, and the shunt via, thereby causing reflection of electromagnetic waves from the shunt via, wherein the optical signal comprises a pulse signal, wherein the pulse signal comprises a first pulse for setting the photoconductive semiconductor to the conducting state and a second pulse having a period shorter than a carrier lifetime of the photoconductive semiconductor, the second pulse having a duration sufficient to restore the conducting state.