Reviewerly/exHarmony huggingface dataset:
Visualizing Readable Instance Graphs of Ontology with Memo Graph

In the context of the Captain Memo memory prosthesis for Alzheimer’s patients, we want to generate the family/entourage tree of the user from data structured based on the PersonLink ontology. This graph ought to be accessible and readable to this particular user. In our previous work, we proposed an ontology visualization tool called Memo Graph. It aims to offer an accessible visualization to Alzheimer’s patients. In this paper, we extend it to address the readability requirement based on the IKIEV approach. It extracts the most important instances (key-instances) from ontology and generates a “summary instance graph” (middle-out browsing method). The extraction and visualization processes are undertaken incrementally. First, an “initial summary instance graph” is generated, then permitting iteratively the visualization of supplementary key-instances as required. Key-instances’ extraction is based on measures that take into account the semantic similarity between the ontological elements and the user’s navigation history.
PENENTUAN KLASIFIKASI TINGKAT KESEJAHTERAAN KELUARGA MENGGUNAKAN METODE NAIVE BAYES PADA KECAMATAN PASAR JAMBI

Large and quality population is one of the basic capital and dominant factors for national develtopment.The large number of population data in the Pasar Jambi Distric has not produced a useful knowledge forthe sub-district. This study will classify the level of family welfare using population data in Pasar JambiDistrict by utilizing data mining science classification techniques. The classification in this study islimited to prototype. The method that will be used is the Naive Bayes method. Naive Bayes is a method inthe field of probability and statistic for classifying a class. The resulting classification is Pre-prosperous,Prosperous 1 and Prosperous 2. The results of classification prediction based on training data found 180families classified as Pre-prosperous, 2.454 families classified as Prosperous 1, and 773 familiesclassified as Prosperous 2. The result of accuracy obtained are said to be close to 1, 0,98 with an errorvalue of 0,02. This classification technique can facilitate family planning field officers (PLKB) indetermining the level of family welfare.
Training Recurrent Neural Networks Online by Learning Explicit State Variables

Recurrent neural networks (RNNs) provide a powerful tool for online prediction in online partially observable problems. However, there are two primary issues one must overcome when training an RNN: the sensitivity of the learning algorithm’s performance to truncation length and and long training times. There are variety of strategies to improve training in RNNs, particularly with Backprop Through Time (BPTT) and by Real-Time Recurrent Learning. These strategies, however, are typically computationally expensive and focus computation on computing gradients back in time. In this work, we reformulate the RNN training objective to explicitly learn state vectors; this breaks the dependence across time and so avoids the need to estimate gradients far back in time. We show that for a fixed buffer of data, our algorithm—called Fixed Point Propagation (FPP)—is sound: it converges to a stationary point of the new objective. We investigate the empirical performance of our online FPP algorithm, particularly in terms of computation compared to truncated BPTT with varying truncation levels.
NOTES ONINTUITIONISTICMULTIFUZZY GRAPH

In this paper, some properties of intuitionisticmultifuzzy graph are studied and proved. Fuzzy graph is the generalization of the crisp graph, intuitionisticfuzzy graph is the generalization of fuzzy graph and intuitionisticmulti fuzzy graph is the generalization of intuitionisticfuzzy graph. A new structure of an intuitionisticmulti fuzzy graph is introduced.
Extending Your Digital Assistant with Custom Components

Welcome to the chapter of Custom Components. This chapter will focus explicitly on Custom Components for Oracle Digital Assistant (ODA). During the course of Chapter 5 , you were introduced to Custom Components briefly. Presuming that you have an overview about custom components, this chapter will explain Custom Components in detail. Custom components are those components which you can handcraft by yourself, which are specific to your need, and most importantly whose behavior you have a complete control over. You will start with the basics of creating custom components in your local environment, debugging them locally, hosting them, and, finally, using them in your skill's dialog flow.
Filtering in DAX

Power BI does a fantastic job of allowing a report author to create a series of visuals that provide ways for an end user to explore a data model using a drag-and-drop approach. Sooner or later, there is a requirement that involves the same author adding some form of filtering to a DAX calculation.
Defining an AI Strategy

In 2017 at the annual Google I/O conference, Sundar Pichai, Google’s CEO, stood up on stage and announced that the opportunities afforded by AI were such that Google was moving from a mobile-first to an AI-first strategy. That statement really brought the message home to many about the importance of AI and the need to formulate an AI strategy. Google, the technology behemoth, was turning into a full-blown AI company. They had alluded to it in the past; everyone knew that Google was heavily invested in AI and using it extensively, but this was different. It left no space for doubt. AI-first.
Mountain Tourism Destination Development with Strategic Social Media

Himalayan or Mountain Tourism in Nepal, since its early beginnings in 1951, has impeded socially, geographically, educationally, due to inadequate, poor marketing and promotion methods and styles, despite the apparent potential for tourism. With developments in technology over the last few decades, and the growing number of young educated tourism entrepreneurs being familiar with the social media use, have been promoting their individual markets, trekking companies and tours using these new methods. In general, there is a wide gap in international market approaches between Kathmandu trekking companies and village tourism operators in the use of social media. For the equitable distribution of tourism to have its effect economically, rural or village tourism (Home-stay operators) need proper training and need to understand its use and importance in attracting clients. The social media tools strategy should be developed solid framework scope, which can become the productive focal point for generating a healthy economy. The Social Media Pyramid (SMP) model is proposed as a model for use not only in the Tamang Heritage Trail (THT), Rasuwa district, Nepal, to realize how an area can make use of social media strategies for their destination promotion and development. This SMP model can connect with local to national to international travel associates and give a total promotion of their particular tourism destination to the world. In this model approach, every such unit can 82connect with each of the individual tourism operators or professionals. Such many units can connect as a neural-network for sustainable tourism destinations enabling peace, security, and communication. Nepali Rural mountain tourism operators can adopt this model for sustainable mountain tourism in this, a dynamic tourism market.
The Role of the Euclid Archive System in the Processing of Euclid and External Data

Euclid is an ESA M2 mission which will create a 15,000 square degrees space-based survey: the Euclid Archive System (EAS) is a core element of the Science Ground Segment (SGS) of Euclid. The EAS follows a data-centric approach to data processing, whereby the Data Processing System (DPS) is responsible for the centralized metadata storage and the Distributed Storage System (DSS) supports the distributed storage of data files. The EAS-DPS implements the Euclid Common Data model and along with the EAS-DSS provides numerous services for Euclid Consortium users and SGS subsystems. In addition, the EAS-DPS assists in the preparation of Euclid data releases which are copied to the third EAS subsystem, the ESA developed Science Archive System (SAS) where they become available to the wider astronomical community. The EAS-DPS implements the object-oriented Euclid Common Data Model using a relational DBMS for the storage. The EAS-DPS supports the tracing of the lineage of any data item in the system, provides services for the data quality assessment and the data processing orchestration. The EAS-DSS is a distributed storage system which is based on a set of storage nodes located in each of the ten Science Data Centers of the Euclid SGS. The storage nodes supports a wide range of solutions from local disk, using a unix filesystem, to iRODS nodes or Grid storage elements. In this paper the architectural design of EAS-DPS and EAS-DSS are reviewed: the interaction between them and tests of the already implemented components are described.
Corrigendum to ‘Learning from heterogeneous temporal data in electronic health records’. [J. Biomed. Inform. 65 (2017) 105–119]

Corrigendum to ‘Learning from heterogeneous temporal data in electronic health records’. [J. Biomed. Inform. 65 (2017) 105–119]
An automated mammogram classification systemusing modified support vector machine

Purpose: Breast cancer remains a serious public health problem that results in the loss oflives among women. However, early detection of its signs increases treatment options andthe likelihood of cure. Although mammography has been established to be a proventechnique of examining symptoms of cancer in mammograms, the manual observation byradiologists is demanding and often prone to diagnostic errors. Therefore, computer aideddiagnosis (CADx) systems could be a viable alternative that could facilitate and ease cancerdiagnosis process; hence this study.Methodology: The inputs to the proposed model are raw mammograms downloaded fromthe Mammographic Image Analysis Society database. Prior to the classification, the rawmammograms were preprocessed. Then, gray level co-occurrence matrix was used to extractfifteen textural features from the mammograms at four different angular directions: θ={0°,45°, 90°, 135°}, and two distances: D={1,2}. Afterwards, a two-stage support vectormachine was used to classify the mammograms as normal, benign and malignant.Results: All of the 37 normal images used as test data were classified as normal (no falsepositive) and all 41 abnormal images were correctly classified to be abnormal (no falsenegative), meaning that the sensitivity and specificity of the model in detecting abnormalityis 100%. After the detection of abnormality, the system further classified the abnormality onthe mammograms to be either “benign” or “malignant”. Out of 23 benign images, 21 weretruly classified as benign. Also, out of 18 malignant images, 17 were truly classified to bemalignant. From these findings, the sensitivity, specificity, positive predictive value, andnegative predictive value of the system are 94.4%, 91.3%, 89.5%, and 95.5%, respectively.Conclusion: This article has further affirmed the prowess of automated CADx systems as aviable tool that could facilitate breast cancer diagnosis by radiologists.
Logic Model Development of Vocational Training Teacher Certification Course

이 연구에서는 직업능력개발훈련교사 신규 양성과정인 교직훈련과정을 대상으로, 훈련과정에 내재되어 있는 구성 요소를 찾아내고 그 요소들 간의 관계를 규명하여 도식화함으로써, 정부 등 이해당사자들의 기대를 효과적으로 달성 할 수 있는 운영 매뉴얼 및 평가도구 개발을 위한 기본 모형을 제시하고자 하였다. 이러한 목적을 달성하기 위하여 선행연구 및 정책자료 등의 조사를 통하여 직업훈련 정책 및 직업훈련교사 현황을 분석하고, FGI를 통한 요구조사를 실시하여 교직훈련과정의 ‘상황-투입-활동-산출-단기성과-중장기성과-성과영향요인’의 7개 구성요소별 44개 하위요소를 발굴하였다. 발굴된 하위요소를 기반으로 2차례의 델파이조사를 진행하였으며, 1차 델파이조사에서는 하위요소에 대한 타당성 검증과 의견수렴을 통한 수정·보완을 실시하여 7개 구성요소 39개 하위요소로 수정·보완하였다. 개발된 하위요소를 기반으로 하위요소의 내용을 정립하고자, 하위요소의 개념 및 인과관계를 발굴하고 논리모형도를 도출하였다. 그리고 2차 델파이조사를 통하여 도출된 하위요소의 개념 및 인과관계와 논리모형도를 검증하고 수정·보완하여, 7개 구성요소에 40개 하위요소로 수정·보완하여 논리모형도를 구성하고 영향관계를 표시하여 도식화하였다. 이 연구에서 제안된 교직훈련과정의 논리모형도는 예산·인력·시설장비·정보시스템 등 인적·물적 자원을 투입하여 훈련프로그램 개발, 훈련과정 운영·평가 등의 활동을 통하여 교육훈련생의 역량강화 및 직업능력개발훈련교사 자격 취득의 성과를 기하며, 직업능력개발훈련교사 자격을 취득한 자에 대한 사후관리 활동을 통하여 훈련교사를 직업훈련현장에 배치하고, 배치된 훈련교사의 전문화 지원을 통하여 소속 직업훈련기관의 성과창출 및 훈련교사의 처우개선, 경력만족의 성과를 기하여 결국에는 직업훈련 품질 개선의 효과를 기대한다는 것이다.This study aims to present a basic model for the development of operational manuals and evaluation tools that can effectively reflect the expectations of the government and other stakeholder by identifying components inherent in the training courses for the vocational training teacher certification. It has developed the 44 sub-elements, the “Circumstances - Input - Operation - Output - Performance(short term, mid and long term)” respectively under the 7 stages in the vocational training teacher certification course by conducting the current trend analysis of TVET policies and vocational training teacher and FGI surveys based on the study of preceding research and policy materials. With the developed sub-elements, 2 different Delphi investigations have been made. The first Delphi investigation has been focused on the supplementation and revision by the verification of sub-elements and opinion investigation, which led to the decreased number of 39 sub-elements under 7 stages. The definition and correlation along with the diagram of logically systematic model has been designed in the developed sub-elements. In the following second Delphi investigation, the definition, corelation and the diagram have been re-verified and supplemented, which led to the decreased number of 40 sub-elements under 7 stages with the systematization of logical diagram and correlation. The logic model of vocational training teacher course presented at this study is expected to improve the quality of TVET, including with the mid and long term task of the specialization of vocational training teachers. To achieve the desired result of this study, it’s important for us to invest a lot of resources and carry out the related effective follow-up programs.
Concavity Point and Skeleton Analysis Algorithm for Detection and Quantization in Heavily Clumped Red Blood Cells

In practice, most hospitals use light microscope to examine the smeared blood for blood quantification. This visual quantification is subjective, laborious and time-consuming. Although automating the process is a good solution, the available techniques are unable to count or ignore the clumpy red blood cells (RBC). Moreover, clumping cell can affect the whole counting process of RBC as well as their accuracy. This paper proposes a new quantization process called concavity point and skeleton analysis (CP-SA) for heavily clump RBC. The proposed methodology is based on induction approach, enhanced lime blood cell by using gamma correction to get the appropriate edges. Then, splitting the clump and single cells by calculating each object area in pixel. Later, the quantification of clumpy cells with the proposed CP-SA method is done. This algorithm has been tested on 556 clump RBC taken from thin blood smear images under light microscope. All dataset images are captured from Hematology Unit, UKM Medical Centre in Kuala Lumpur. On all tested images, the cells of interest are successfully detected and counted from those clump cells. A comparative study and analysis to evaluate the performance of the proposed algorithm in three levels of clump have been conducted. The first level was with two clumps, second level with three clumps and third level with four clumps. The counting number of clump cells has been analyzed using quantitative analysis, resulting in much better results compared to other recent algorithms. The comparison shows that the proposed method gives better precision result at all levels with respect to ground truth: two clump cells (92%), three clump cells (96%) and four clump cells (90%). The results prove that this study has successfully developed a new method to count heavily clump RBC more accurately in microscopic images. In addition, this can be considered as a low-cost solution for quantification in massive examination.
Changing the results of educational activities in the development of management theory

Governing the education was initially a simple management of the educational process, but with the emergence of new functions and tasks in the education system, the meaning of this term did not fit into this definition. In pedagogic science, a new term – "management" – has appeared characterised by personnel management, educational results, and finance. Currently, pedagogic management is an integral set of pedagogic principles, methods, organisational norms and technological management techniques, aimed at increasing its effectiveness. In accordance with these changes, the author traces what transformations occurred with educational results of a non-subject nature: at first it was intersubject communications; then, key competencies; nowadays, meta-subject results.
Экспорт дополнительных профессиональных образовательных программ: навыки и технологии (на примере аграрных университетов)

Introduction. Development of the economy via the introduction of new technologies stimulates the transfer of competencies through the expansion of exports of educational services in various professional sectors. The study of current skills and competences in the agricultural complex was carried out to identify the most competitive educational programs for adults’/continuing education on regional labor markets, which could be successfully exported by Russia to other countries. We also identified innovative educational products required by the agricultural sector in Russia. The purpose of this article is to study the process of implementation of adult/continuing education and training in Russian agricultural universities in international educational markets.Materials and Methods. Results of a questionnaire survey of higher education institutions under the Ministry of Agriculture of the Russian Federation concerning the implementation of short-term continuing educational programs exported to other countries were used here. Content analysis of popular skills was carried out to determine the most competitive strategies of exports to international educational markets (the case of Kazakhstan, Russia, and USA). The study was conducted on regional job search databases. The sampling scope involved above 3,000 current vacancies.Results. Theoretical and empirical results showed that countries purchase more complex skills if there is a demand for them in the country, and their own continuing education programs are not available. The acquisition of such skills is in demand in countries using a similar model of development of this industry. Theincrease in exports of Russian life-long education programs to international markets can be achieved by thetransfer of high technologies in the agro-industrial sector. Discussion and Conclusion. This article is useful for heads of adult education departments of universities todetermine the most perspective strategies for exporting continuing education services to international markets.
An Analysis of the Elementary English Teachers’ Guidebooks for Grades 3-4 Based on the 2015 Revised National Curriculum : Lesson Organization Viewed from the Sense of Sentence Production

The purpose of this paper is to analyze the annual plans of the five grades 3-4 elementary English teachers’ guidebooks in terms of (1) development of the sense of word order, (2) development of the sense of sentence structure, and (3) how to draw learners attention to the form corresponding to the communicative function. As a result, the following are suggested. First, for the development of the sense of word order, it is recommended that transitive sentences with a subject and an object that can be easily recognized by young learners rather than sentences with a be-verb should be placed at the beginning lessons. Second, for the development of the sense of sentence structure, verb-oriented practices and collocating sentences with a similar structure are recommended. Third, it is strongly suggested that activities be designed to be able to draw learners’ attention to the sentential constituents corresponding to the communicative function and to keep the focus of attention during the activities.
РОЗВИТОК ПІДПРИЄМЛИВОСТІ У СТУДЕНТІВ РІЗНИХ СПЕЦІАЛЬНОСТЕЙ У ПОЗААУДИТОРНІЙ РОБОТІ

The entrepreneurial quality is one of the professionally-personal qualities of the individual. It allows to select by person the trends of economic processes not only of the individual enterprise but also of the state as a whole. Also person can determine the variants of entrepreneurial development, approach the development of strategies and tactical decisions in creative way, take responsibility for realization of concrete actions, if necessary, delegation of authority, work in a team. We need to create appropriate pedagogical conditions for forming of entrepreneurial qualities by students of different specialties. Also important aspect is a successful combination of different forms and methods of non-auditing work.
NewYouthHack: Using Design Thinking to Reimagine Settlement Services for New Canadians

In 2018–2019 we applied Design Thinking (DT) to reimagining settlement services for refugee and immigrant youth in Canada. DT continues to gain followers as a practical approach to incorporating human factors into the design process. One insight motivating DT is that design is a series of experiments in which we learn about our users. Iterative prototyping and user feedback are paramount. But we also wanted to expose them to career pathways related to software design and development. In this paper we report on (1) the NewYouthHack process, (2) the resulting app and central role played by social interactions, and (3) the framework we developed to support this work. We launched with a two-day designathon with 12 identified problems and proposed solutions. Social interaction and community supported by software were threaded through almost all of the solutions. This presented two new challenges: securing iteratively developed network software for vulnerable users, and meaningfully engaging the youth in necessarily complex software. Previously we had developed an outreach curriculum with tool support based on a library in Elm for stand-alone graphical web apps. We taught interaction using state diagrams. In Petri App Land (PAL), we generalized this, with tokens representing users visiting places within the app. Transitions now capture user interactions. To facilitate significant changes from iteration to iteration, much of the code is (re)generated based on a PAL spec.
Analisis Sumber Informasi Budaya Suku Rejang dalam Menciptakan Layanan Rejang Corner Perpustakaan Institut Agama Islam Negeri Curup

The purpose of this study was to analyze cultural information sources of the rejang tribe in creating a Rejang corner service at the IAIN Curup Library. This research is descriptive qualitative. Data collection used interview, observation and documentation methods. The results of the study showed that there are two sources of information about the rejang tribe, the first, information sources based on library materials, including printed and non-printed works. Printed works consist of books, serials, activity reports, etc., while non-printed works are recorded media in the form of audio-visual media. The second, information sources based on cultural elements include art, technological systems and equipment, community organization systems, languages, livelihood systems and economic systems, knowledge systems, and religious systems. Rejang corner service occupies one of the rooms on the 1st floor of the IAIN Curup Library. The rejang corner service was formed because there were several collections relating to the culture of the tribe in the form of printed and non-printed works.