Reviewerly/exHarmony huggingface dataset:
Efficiency of Similarity Measures in Content based Retrieval Using Texture, Shape and Color

Content based image retrieval (CBIR) provides efficient way to retrieve the images from the databases.The feature extraction and similar attribute measures are the key factors for retrieval performance.We need efficient way to access the visual content from large database.Content based image retrieval (CBIR) provides the solution for efficient retrieval of images from large image database.In this work hybrid feature based CBIR system is proposed with comparison of various distance measures.Spatial features like color histogram, color auto-correlogram, color moments, HSV histogram features and Frequency domain features like Semantic image features Gabor wavelet mean entropy, amplitude, energy.Wavelet moments like mean and the standard deviation of the transform coefficients, Shape feature histogram of oriented gradient , Hu moments are used to form the feature vector.The experiments are performed on flower database which consists of 1360 images from 17 different classes.For our experiment we have chosen 3 different classes of flowers of same color consisting of 100 images each.Experimental result shows that the proposed approach performs better in terms of precision, recall, accuracy of classifier and similarity measures .Shape feature play an prominent role for images with same color, texture.We made the comparison of efficiency of different similarity measures like Mahalanobis , Euclidean, Correlation, Spearman, City block(Manhattan) distances approaches on different images based on color, texture, shape features and found which distance measure is best based on performance.
Employing Knowledge Sharing in the Process of Improving Performance: A Survey of the Views of A Sample of Employees of Some Faculties of the University of Fallujah

The present research treated the issue of knowledge sharing and its ability to improve the performance of staff in the faculties of the University of Fallujah (administration and economics, law, veterinary medicine, medicine, Islamic sciences, applied sciences),The current research dealt with the subject of knowledge sharing and its ability to improve and evaluate the performance of employees at Fallujah University and its colleges. In order to achieve the objectives of the research, a number of hypotheses have been adopted that focused on the absence of relationship and influence between cognitive sharing and evaluation of performance in terms of dimensions (confidence, communication and information technology, cognitive culture and personal interactions). The research was based on analytical descriptive methodology in the presentation and discussion of the data. The analytical descriptive method combines the case description with analysis and the extraction of its results. Using a set of statistical methods, the empirical data were analyzed. This included analyzing the responses and opinions of the surveyed employees at Fallujah University, (40) employees. The analysis of statistical relations between the variables of research has been reached a set of conclusions. The most important of which is to achieve a significant impact of knowledge sharing in evaluating the performance of the staff of the University of Fallujah. This means that the use of the philosophy of knowledge sharing contribute to improve the evaluation of the performance of staff in the field.
A Generalized Autoencoder Framework for Unsupervised Domain Adaptation

Domain adaptation aims to exploit the knowledge in source domain to promote the learning tasks in target domain, which plays a critical role in real-world applications. Recently, lots of deep learning approaches based on autoencoders have achieved a significance performance in domain adaptation. However, most existing methods focus on minimizing the distribution divergence by putting the source and target data together to learn global feature representations, while they do not consider the local relationship between instances in the same category from different domains. To address this problem, we propose a novel Semi-Supervised Representation Learning framework via Dual Autoencoders for domain adaptation, named SSRLDA. More specifically, we extract richer feature representations by learning the global and local feature representations simultaneously using two novel autoencoders, which are referred to as marginalized denoising autoencoder with adaptation distribution (MDAad) and multi-class marginalized denoising autoencoder (MMDA) respectively. Meanwhile, we make full use of label information to optimize feature representations. Experimental results show that our proposed approach outperforms several state-of-the-art baseline methods.
Identification of Networking Connectivity Components in doing Seniorpreneurship

This paper presents one of the crucial capitals owned by seniorpreneurs that built up over their working careers known as social capital.In this study, one of the possible components of social capital which influence seniorpreneurship is by having vast networking and linkages.Hence, this study identifying formal and informal networks within networking connectivity are essentials to strong and sustainable seniorpreneurship activity.It can be done by incorporating formal and informal networking connectivity model in order to strengthening their social capital in doing seniorpreneurship.The research employed systematic analysis from literature searched from electronic databases, hand pick, and other relevant works, summarize information gathered and finally interpreted the information.In the present paper the component of networking is investigated from entrepreneurial perspective in the field of entrepreneurship since efforts to review the networking connectivity for seniorpreneurs are scarce.Thus, the component of network needed in doing seniorpreneurship are rooted in entrepreneurial literature known as formal and informal networks.Thus, this result enriches previous literature about seniorpreneurs and their vast networking and linkages.
R-Fuzzy Sets in Factor Space

Interval-valued fuzzy sets, both-branch fuzzy sets and -Fuzzy sets are three extended forms of ordinary fuzzy sets.Compared to traditional fuzzy sets, interval-valued fuzzy sets have a stronger ability to express uncertainty because they provide more choices for the descriptions of attributes.Using both-branch fuzzy sets has solved some problems in engineering decision and engineering control.For -Fuzzy sets, a new fuzzy system is constructed, with both-branch fuzzy sets as a special case.The resulting theorems improve the flexibility of uncertainty system models and expand the range of fuzzy system applications as well.
The Enhancement Difference of Eight Grade Students' Mathematical Problem-Solving Ability

The aims of this research are to analyze: the difference of the improvement mathematical problem-solving ability between students taught by guided discovery learning with the students taught by expository learning, and the interaction between mathematics learning with students 'early mathematical abilities on students' mathematical problemsolving abilities.This study is quasi experiment study.The population of this study was the 8th grade students of MTsN Stabat.Then, the sample was taken by using random sampling method, with VIII-1 were chosen as experiment 1 class and VIII-2 as experiment 2 class.The experiment 1 class was treated by using guided discovery learning while the experiment 2 class was by using expository learning.The result of this study shows that: there is enhancement difference of student mathematical problem-solving ability taught by guided discovery learning and taught by expository learning, and there is no interaction between the learning and the initial ability (high, medium, low) on students' mathematical problem-solving abilities.
THE MAPPING OF ACTION VERBS IN THE TEACHING OF ENGLISH FOR FOOD PRODUCTION

This study is focused on the procedure of verbs’ translation in English (source language) into Indonesian language (target language), and how the mapping of action verb meanings in the procedural text. The research uses qualitative method, employing a cooking book recipe “Step by Step Cooking Balinese Delightful for Everyday” as its data source and its Indonesian translation. The theory used in this research is the theory of Vinay and Darbelnet (in Venuti, 2000) about translation procedures that include borrowing, calque, literal translation, transposition, modulation, equivalence, and adaptation. The theory of applying the natural semantic metalanguage approach (NSM) proposed by Wierzbicka (1996) is used to discuss the mapping of English action verbs. The theory is applied in order to explain how the Indonesian action verb meanings are mapped into English, with the exponential mapping technique. The description of the mapping meanings including the exponential mapping to the action verb of the Indonesian language has produced a new dimension. This new dimension turns out to be able to explore the meaning of the lexical item including the one that has even a subtle difference, therefore there is no more swirling of meaning.&#x0D; Keywords: translation procedure, action verb, mapping of meaning
Experimental Demonstration of Optical Fiber Eavesdropping Detection Based on Deep Learning

This paper proposes an effective eavesdropping detection scheme based on deep learning. The feasibility is verified in the experiment with 300km optical transmission. Results show that detection accuracy of eavesdropping can be achieved over 95%.
SYNTAX AND SEMANTICS INTERFACE ANALYSIS ON VERB TELICITY IN ENGLISH SENTENCE

As the core of a sentence, a verb can be analysed using syntax and semantic interface based on the verb situation type. One aspect in the verb situation is telicity which shows the process shown by the verb whether involve a bounded activity or unbounded activity with inherent endpoint. This paper analyzes the verbs telicity based on the verb classes proposed by Vendler (1967) namely achievement, accomplishment, activites and states. The aim of the analysis is to find the semantic feature of a verb using syntax and semantics interface. The data in form of sentences were taken from Hemingway’ short story The Short Happy Life of Francis Macomber. The analysis employs descriptive qualitative method using observation technique. The data was presented in both formal and informal method. The results show that ity can be analysed both syntactically and semantically. Accomplishment and achievement verbs are while activities and state verbs are a.
Co-refining Interactive Systems with Older Adults from Function, Form and Interaction

Designing interactive systems that are pragmatic, attractive and easy to use for older adults is challenging. Participatory design, as an approach to enhance the mutual understanding between designers and end users, has been proved to be useful to improve the quality of design for older people. However, PD research has long been criticized for extensively dealing with the early-phase design while putting less emphasis on the later stages. In this paper, we argue for the importance of collaborative refinement when designing interactive systems for older adults. Through a case study, we describe our experience of co-refining the preliminary design of an interactive system with older participants from three perspectives: function, form and interaction. We also explored to adopt some potential PD methods and conclude by discussing the effectiveness of the chosen approach and methods.
On the existence of PD-sets: Algorithms arising from automorphism groups of codes

<p style='text-indent:20px;'>This paper deals with the problem of determining whether a PD-set exists for a given linear code <inline-formula><tex-math id="M1">\begin{document}$ \mathcal C $\end{document}</tex-math></inline-formula> and information set <inline-formula><tex-math id="M2">\begin{document}$ I $\end{document}</tex-math></inline-formula>. A computational approach is proposed and illustrated with two exceptional codes with automorphism groups isomorphic to the sporadic simple groups <inline-formula><tex-math id="M3">\begin{document}$ \mathrm{M}_{12} $\end{document}</tex-math></inline-formula> and <inline-formula><tex-math id="M4">\begin{document}$ \mathrm{M}_{22} $\end{document}</tex-math></inline-formula>, respectively. In both cases, the existence of a PD–set is proven. In general, the algorithm works well whenever the code <inline-formula><tex-math id="M5">\begin{document}$ \mathcal C $\end{document}</tex-math></inline-formula> has a very large automorphism group.
DEVELOPING MOLLUCAN CONTENT LISTENING MATERIALS FOR STUDENTS SMA ADVENT GRADE XI

The purpose of this research is to develop Mollucan content material for students at Grade XI SMA Advent in Ambon through Research and development design. In collecting the data, the researchers used theoretical try-out, main field try-out and operational field tryout. The results of research showed that the materials were effective for teaching listening to improve students’ ability through introducing Mollucan wisdom for students. The results of theoretical try-out is a score 78% which can be categorized as good. The result of main field try-out showed that the students felt confidence in working on exercise and enjoy them. The result of operational field try-out (testing) showed that from 20 students the average score is 87, which can be categorized as excellent
The Implementation of Role Play to Improve EFL Speaking Skill of The Second Semester Students of IAIN KUDUS

&lt;p&gt;Abstract: Speaking is one of the important language skills. Speaking relates to daily life as communication tool. It indicates students mastering English. Unfortunately the fact has shown that the students faced many problems to improve their speaking skill because they were accustomed to use their native language in their daily life than using English. The above facts make the lecturer apply some techniques that can motivate students to speak and engage students in encouraging their speaking. One of the techniques that encourage students to speak is role play. Role play is the choice implemented by the researcher in improving the speaking skill of the first year students at IAIN Kudus since using role play, the students can express their idea, opinion, and feeling well in their performance without being worried to make mistake. Based on the result of the study, it can be concluded that the result of this research was satisfying. This research claims that it was successful in the effort in improving students’ English speaking skill through Role-Play. Role-Play activity could increase the students’ motivation in joining the teaching and learning. Their motivation was reflected in their efforts in preparing the Role-Play.&lt;/p&gt;
PERANCANGAN SISTEM PAKAR PENENTUAN USAHATANI BUDIDAYA PADI MENGGUNAKAN METODE CERTAINTY FACTOR BERBASIS ANDROID

Rice is a staple food in several countries of Southeast Asia including Indonesia, rice is the main commodity that acts as the fulfillment of basic needs of carbohydrate and protein. As one of the big rice producer and consumer countries, the increase of rice production is very influential to the state economic condition, effective and efficient national rice production will be achieved if cultivation technology is applied in specific location, in accordance with environmental conditions and farmers. However, the number and ability and extension agents are very limited to serve farmers whose land is diverse. The existence of tools to determine the proper way of cultivating rice-specific locations, easy to use and disseminated will help solve many problems above, The tool used in this study is artificial intelligence is the expert system to help solve the problem due to the limited number of experts or extension workers, many methods used in expert system one of them is certainty factor method which is a method that defines the size of certainty of a fact or rule, to describe the level of expert belief to a problem encountered, by using certainty factor this can level of expert beliefs with android based.
School Library Management in Private Junior High Schools

School library, as an information unit will have a good performance if it has adequate management.This study used a qualitative approach with multi-site study design.The data were collected through in-depth interviews, observations, and documentation studies.The results of this study are as follows: (1) school library planning is determined by participatory, appropriate processing of library materials, procurement planning of library materials based on bottom-up need analysis, publication activity, funding, and excellent service for visitors; (2) organization of the school library is determined by the availability of organization structure, job division, authority division, command unity, and definite coordination; (3) the success of school library implementation is determined by participatory, the direction and motivation from leader to subordinates, healthy communication and awarding to librarians; and (4) evaluation of the school library is determined by the availability of complete and comprehensive periodic written reports.
Thoughts on the Mixed Learning Model of College Mathematics SPOC Based on the Concept of “Internet Plus Education”*

With the advent of the Internet era, "Internet plus education" is the inevitable trend of higher education development.The introduction of SPOC mixed learning mode brings new opportunities for classroom teaching reform.This paper first introduces the current situation and problems of college mathematics classroom.Secondly, aiming at the above problems, it explores the SPOC mixed learning mode of College Mathematics based on the concept of "Internet plus education" and the specific implementation methods of the classroom.Finally, it expounds the benefits of SPOC teaching mode.
‘To what extent does Amazon.com, Inc success be accredited to its organizational culture and ND Jeff Bezos's leadership style? 

This research aims at finding the answer to the research ‘To what extent does Amazon.com, Inc's success be accredited to its's organizational culture and ND Jeff Bezos's leadership style? &#x0D; This research question is answered by using the concepts of Business management for identifying the organisational culture of Amazon and leadership style od Jeff Bezzo and later identify the role of the corporate culture and leadersip style in the success of Amazon.&#x0D; The secondary research shows that Amazon has an extremenly positive and welcoming organizational culture along with effective leadership style of Jeff bezzo which has led to the success of the company. Organisational culture motivate the human resources of the company to give their best efforts towards excellent customer services and customer satisfaction.&#x0D; The CEO jeff has inculcated a warn culture by injecting his values and used a mix of Authoratirian and democratic leadership style which has led to the success of the company. Human resources are the most important asset of every organisation and the positive organisational culture has contributed to the optimum utilization of the human resource capabilities in Amazon. The research essay end with the finding that the visonary leadership style of Jeff has inducted the long term values in the employees of Amazon. Amazon’s organisational culture can be depicted in the rituals, stories, behavior, communication, style, workplace practices, celebrations and dress code of the employees and management
SISTEM PENYEWAAN KAMERA PADA CV. DIPO CREATIVINDO BERBASIS ANDROID

&lt;em&gt;Camera rental business is a business in the field of photography and videography rental services that are currently developing, but in general data management is still done manually. With the increasing number of cameras owned and the increasing number of tenants conducting transactions, the resulting data is managed to be even greater, thus managing data manually is no longer effective and efficient, so as to ensure accuracy in recording transactions, security in data storage, and accuracy and speed in presenting information needs to be built an Android-based camera rental application. Making this camera rental application begins by collecting data relating to the system to be built, then carried out an analysis, and proceed with designing the system based on the results of the analysis, the next step is to write the program in accordance with the design results. After the program has been written, a test will be carried out to ensure that the program is made as expected. The final step of this activity is to create a documentation system that is realized in the form of research reports. The results of this study are an android-based camera rental application which, when implemented, is expected to be able to overcome all problems in data processing in the camera business area&lt;/em&gt;
Teaching methods to develop the computational skills in students of the college of mechanical engineering

In the paper the eﬀec veness and advantages of interac ve teaching methods comparing with the tradi onal ones in the learning process during training of junior specialists for development of computa-onal skills as important competences of a middle-level specialist in machine-building produc on were substan ated. The structure of the prac cal ac vity of a machine-building specialist has been analysed. It was revealed that it will require him to have the crea ve and system skills that can only be formed through the condi on of maximal approxima on of the student’s learning ac vi es to the actual qualifica on re-quirements of a future profession based on a system of current teaching methods. Significant changes in the func oning of machine-building enterprises of Ukraine associated with the use of new technologies have been revealed, materials, equipment, and development of new industrial rela ons, and, accordingly, the presence of fundamentally new competences of college graduates. It has been established that cur-rent produc on needs the specialists who can quickly respond to the changes, make the op mal decisions using informa on resources, carry out the accurate, correct and visual mathema cal modelling, formu-late the tasks for programming technological processes using mathema cal descrip ons and calcula ons. From the analysis of teaching methods and the survey of teachers, it has been found to form the students’ computa onal skills it is advisable to use the ac ve, interac ve methods, as well as the independent work, which consists of systema c individual student consulta ons on a specific program and methodological support of independent learning ac vi es. Approaches to establish the criteria which are necessary for the op mal choice of teaching methods were developed. The importance of internal mo va on of teachers to raise their level of professional qualifica on for the forma on of readiness to work with new educa onal technologies and teaching methods has been revealed. Further direc ons to create the engineering stu-dents’ computa onal skills have been determined at the level of competence to consist of changing the content of advanced training for special disciplines’ teachers and approxima ng the content of classes to the professional ac vi es.
METHODICAL RECOMMENDATIONS TO DEVELOP ONLINE COURSES FOR HIGHER SCHOOL MATHEMATICS TEACHERS

Conclusion.We have worked out systematic and complete research of the number of straight lines that pass through the point of the triangle and divide its area in relation 1:(k-1), where k3, kN.We have found out that the quantity of straight lines cannot exceed four. 1 2 -straight line is a straight line that can be made for any point of the triangle, in general there can be either three, two or one points.The work can be of interest for students who are keen on mathematics, it can also be used by the teachers who conduct lessons, collectives and math circles.
Peculiarities of teacher’s preparation for work in the conditions of the institution of general secondary education with inclusive education

psychological and pedagogical support for children with special educational needs in the conditions of