Reviewerly/exHarmony huggingface dataset:
ANALYSIS OF THE APPLICATION OF REINFORCEMENT LEARNING ALGORITHMS ON THE STARCRAFT II VIDEO GAME

In recent years Machine Learning techniques have become the driving force behind the worldwide emergence of Artificial Intelligence, producing cost-effective and precise tools for pattern recognition and data analysis. A particular approach for the training of neural networks, Reinforcement Learning (RL), achieved prominence creating almost unbeatable artificial opponents in board games like Chess or Go, and also on video games. This paper gives an overview of Reinforcement Learning and tests this approach against a very popular real-time strategy game, Starcraft II. Our goal is to examine the tools and algorithms readily available for RL, also addressing different scenarios where a neural network can be linked to Starcraft II to learn by itself. This work describes both the technical issues involved and the preliminary results obtained by the application of two specific training strategies, A2C and DQN.
Predicting the Effectiveness of Bidirectional Heuristic Search

The question of when bidirectional heuristic search outperforms unidirectional heuristic search has been revisited numerous times in the field of Artificial Intelligence. This paper re-addresses the question of when bidirectional search outperforms unidirectional search using an updated theoretical understanding of the problem. We show that a core set of critical states in the state space are the primary factor determining whether a bidirectional search can outperform a unidirectional search and provide simple measures to determine whether a state space and heuristic contains these critical states. We similarly discuss and show the impact that asymmetry in the underlying problem graph has on the performance of bidirectional algorithms. Experimental results show the impact of these factors on whether a problem should be solved using unidirectional or bidirectional search.
Strategy Politeness of Werkudara in Wayang purwa

Wayang purwa is a noble culture of Javanese people which is the pride of the Indonesian people and is recognized internationally as a masterpiece. The nobleness of the puppet culture is inseparable from the strong characterization of each character in the puppet. One of the strongest characters in wayang purwa is Werkudara. This research focused on the analysis of Werkudara politeness strategies in wayang purwa in order to explore the characterizations played by Werkudara characters. This research used the politeness theory of Brown & Levinson to deepen the results of the politeness strategy analysis. This study also used descriptive qualitative methods to explain the phenomenon of speech acts of Werkudara in explaining the politeness strategies used. This research data was Werkudara's speech taken from the data source, namely the recording of Ki Nartosabdo's purwa puppet show with Dewa Ruci's play. The results of this study concluded that Werkudara was more dominant in using negative politeness in speaking. The negative politeness strategies used include giving deference; being pessimistic, and using indirect expressions. Furthermore, positive politeness strategies are used by Werkudara, including the use of group identity markers; avoiding disagreement; offering promises, and exaggeration.
Creating and Transforming a Second-Rank Antisymmetric Field-Strength Tensor Fαβ in Minkowski Space using MATHEMATICA

As the laws of physics are expressed in a manner that makes their invariance under coordinate transformations manifest, they should be written in terms of tensors. Furthermore, tensors make manifest the characteristics and behaviors of electromagnetic fields through inhomogeneous, anisotropic, and compressible media. Electromagnetic fields are expressed completely in tensor form, Fαβ, which implies both electric field E → and magnetic field B → rather than separately in the vector fields. This study presents the Mathematica platform that generates and transforms a second-rank antisymmetric field-strength tensor Fαβ and whiskbroom pattern in Minkowski space. The platforms enhance the capabilities of students and researchers in tensor analysis and improves comprehension of the elegant features of complete structure in physics.
Projecting dependency syntax labels from English into Vietnamese in English-Vietnamese bilingual corpus

In natural language processing, the corpora play an important role, particularly labelled corpora, such as labelled part-of-speech corpora, labelled component syntax corpora, and labelled dependency syntax corpora. These labelled corpora are used for corpus-based research and give higher quality results than the non-labelled. In this paper, we have conducted a Vietnamese dependency label tagger based on English-Vietnamese bilingual corpus, in which English was tagged with dependency labels. The experimental results show that our method produces a high tagging result with LAS measurement of 73.5% and UAS measurement of 81.7%.
NEW TRENDS IN THE DEVELOPMENT OF UKRAINIAN HIGHER EDUCATIONIN THE 21-ST CENTURY

The article deals with defining new trends in the pedagogy of higher school in Ukraine. The main directions of pedagogical researches concerning higher education at the beginning of the 21-st century are stated. They are: joining of Ukraine to Bologna process with introduction of the European Credit and Transfer System (ECTS), students’ mobility and its other key principles, the ideas of life-long education and constant learning, computerization of educational process, competence approach to teaching, and some others. The dynamics of the changes under the influence of current events in the country is explained. New trends in the development of higher education in our country which have been formed as a reaction to social demands are defined. The autonomy of universities and high quality of education as corner stones of all changes are analyzed in this research. Great attention is paid to implementation of competence approach to teaching. New phenomena in the modern world such as life at super speeds and digitalization and their influence on higher school educational process are highlighted. Much attention is paid to distance learning and usage of the artificial intelligence as the most perspective directions in further development of educational systems. Eco thinking as one of the components of the new way of comprehending the environment is investigated. The necessity of training a new generation of specialists caused by appearance of new professions in the labor market such as biotechnologist, DNA consultant, biophysicist, gene engineer is grounded. Professional training of such specialists will require not only high computer literacy rate on the part of university educators but also working out new educational technologies and methods of teaching. The further development of the Ukrainian educational system will be focused on introduction of new approaches and computerized educational technologies.
TYPES OF TOLERANT INTERACTION OF PRIMARY SCHOOL TEACHERS WITH STUDENTS

Conference proceedings are devoted to the development of modern science under global changes. General issues of the engineering, medical, psychological, philological, economic sciences, history of art, social communications and so on are considered. The publication is designed for scientists, lecturers, postgraduate students, students, as well as for the general readers. International Scientific Conference Development of Modern Science Under Global Changes: Conference Proceedings, 22th May, 2020. Riga, Latvia: Baltija Publishing. 104 pages.
Az átmenetalapú és gráf-transzformációs módszerek összevetése a mondatok függőségi elemzésénél

Dependency grammar is an important tool in semantical analysis of Hungarian text sources. There are two main approaches in the literature for construction of dependency graphs. One approach is the family of transition-based methods, while the other model uses direct graph construction operations starting from an initial dependency graph. In this paper, we compare these two methods on text sources in Hungarian. We present here our proposed methods for the implementation of the approaches. For the test evaluation, we use the sentence bank of UD (Universal Dependency) homepage. Our experiences show that the accuracy depends significantly from the applied method whether it supports only projective grammars or also non-projective structures are involved. Regarding the rule-based graph transformation approach, we could get initially a very good progress, but later it was very time-consuming to cover all special features of the language.
PERANCANGAN PERANGKAT LUNAK ENKRIPSI SMS MENGGUNAKAN ALGORITMA RC6 DAN RIJNDAEL PADA SMARTPHONE

Sending text messages is done on a smartphone device is basically the text message delivery without doing a safeguard against the content of the messages sent, so that when it is done tapping against the Groove pengirimanya then intercepted text messages can be directly read by the tappers. For that it needs the software as a specific encoding method support so that the message sent is secure. This research uses the form of research studies, literature research method using Research &amp;amp; Development (R &amp;amp; D). As for the technique of data collection using the study documentation and observation to acquire the theory and algorithm rijndael rc6 algorithm. While the method of software design using Rapid Application Development (RAD). The design of software using the java programming language. The results of this design generates a software named "Sms Encryption". Encryption software sms using the rc6 algorithm and rijndael has been executed and in accordance with the expected user. With the software, the confidentiality and authenticity of the information in the form of a text message will be more awake.
Merits of a Temporal Modal Logic for Narrative Discourse Generation

Just as there exists varied uses for computational models of narrative, there exists a wide variety of languages aimed at representing stories. A number of them have historic roots in automated generation, for which these languages have to be limited in order to make the generation process computationally feasible. Other are focused on story understanding, with close ties to natural language making many reasoning processes computationally intractable. In this paper, we discuss the trade-off between expressivity and computational complexity of the reasoning process and argue that Impulse, a temporal, modal logic provides more expressivity than languages historically associated with story generation, while still affording reasoning capabilities. We show that these properties enable certain aspects of narrative discourse generation by using two examples from different genres, and claim that this generalizes to a broader class of problems.
Access and Availability of ICT Tools Used by Farmers for Crop Practice in Bihar, India

In India in recent years have led to widespread capacity for dissemination of knowledge and information to the rural community.However, rural population in our country still have issues in accessing essential information in the forms they"ll perceive so as to form timely decisions for better farming.In previous couple of years innovative ideas came in to existence.Indian farming community is at present facing multitude of problems to maximize crop productivity.The use of information is wide and multifarious.So, the study was conducted to assess the opportunity for using ICT.The present study was carried out in two district of Bihar state i.e.Samastipur and Katihar, in four villages.In total 100 respondents viz., 50 farmers from each district, 50 farmers from each block and 25 farmers from each village were selected for present study.Availability of mobile among the farmers was high followed by television, FM/Radio, internet, Whatsapp.Others like Video conferencing, Facebook, You tube, e-book/e-magazine, kisan help line, Personal computer/laptop, e-mail, Web portals (Internet) and CD/DVD available/access by the farmers.
THE PROBIOTIC CULTURES AND THEIR CHARACTERISTICS

The data on the probiotic cultures used in the manufacture of the probiotic fermented dairy products, the criteria of their selection related to the safety, technology, characteristics and positive effect on consumers' health are presented in the article.The basic properties which the probiotic microorganisms should possess are listed.The physiological effect of Lactobacillus, Bifidobacteria, Striptococcus probiotic strains is described.
The AFRL IWSLT 2020 Systems: Work-From-Home Edition

This report summarizes the Air Force Research Laboratory (AFRL) submission to the offline spoken language translation (SLT) task as part of the IWSLT 2020 evaluation campaign.As in previous years, we chose to adopt the cascade approach of using separate systems to perform speech activity detection, automatic speech recognition, sentence segmentation, and machine translation.All systems were neural based, including a fully-connected neural network for speech activity detection, a Kaldi factorized time delay neural network with recurrent neural network (RNN) language model rescoring for speech recognition, a bidirectional RNN with attention mechanism for sentence segmentation, and transformer networks trained with OpenNMT and Marian for machine translation.Our primary submission yielded BLEU scores of 21.28 on tst2019 and 23.33 on tst2020.
A COMPARATIVE OVERVIEW OF DATABASE MANUFACTURERS’ PROTECTION OF RIGHTS IN THE CROATIAN AND SERBIAN LAWS

This paper analyzes the right of a database manufacturer which is the exclusive right that authorizes its holder to prohibit or permit another to use a particular database, i.e. the collection of regulated and systematized data, copyright works or other materials that are available electronically or otherwise. However, the database can be a collection in terms of the copyright of the collection, so it also represents the content of the analysis in this paper. The subject of comparative analysis are the provisions of the current regulations in the Republic of Croatia and the Republic of Serbia, and determining their compliance with the Directive 96/9/EC on the legal protection of databases. The analysis used a historical legal and normative legal method. Based on the analysis, the authors point out that the adopted solutions for the protection of databases in the EU greatly influenced the adoption of the corresponding regulations in the Republic of Serbia, concluding that the regulations governing this area in the Republic of Serbia are almost completely aligned with the EU regulations.
Optimal Exploration Algorithm of Multi-Agent Reinforcement Learning Methods (Student Abstract)

Exploration efficiency challenges for multi-agent reinforcement learning (MARL), as the policy learned by confederate MARL depends on the interaction among agents. Less informative reward also restricts the learning speed of MARL in comparison with the informative label in supervised learning. This paper proposes a novel communication method which helps agents focus on different exploration subarea to guide MARL to accelerate exploration. We propose a predictive network to forecast the reward of current state-action pair and use the guidance learned by the predictive network to modify the reward function. An improved prioritized experience replay is employed to help agents better take advantage of the different knowledge learned by different agents. Experimental results demonstrate that the proposed algorithm outperforms existing methods in cooperative multi-agent environments.
Cybersecurity risk analysis in healthcare institutions

Abstract Introduction The growing digitization of businesses and its increasing dependence on Internet infrastructure has boosted the concerns related to data privacy and confidentiality. Healthcare institutions have been challenged with specific issues, namely the sensitivity of data, the specificity of networked equipment and the average information technology skills held by of healthcare professionals in Portugal. Objectives To understand the relationship level established by healthcare professionals with the information security by assessing attitudes and behaviours in cybersecurity; to identify risks and actions that may be taken to enhance the healthcare professional’s cybersecurity awareness. Methodology The study consists in translating, adjusting and applying two previously validated and published Likert-type response scales to assess health professionals' cybersecurity attitudes and behaviours in the Portuguese health environment. This is an observational, quantitative, cross-sectional and descriptive study in cybersecurity attitudes and behaviours in a healthcare institution in Portugal. Results The sample was composed by 56 professionals, 71% women and 29% men, divided in four professional groups, where a mean (±SD) of 31.59 (±14.211) points was achieved for the cybersecurity risky behaviour (RScB) scale and 66.41 (±6,26) points for the cybersecurity and cybercrime in business attitudes scale (ATC-IB). Conclusions There was no-significant statistical differences between the sociodemographic factors and the scores obtained on both scales. However, the points of the scales for the different domains evidences a statistical difference between ages, genders and professional groups by items, which are therefore important points for the development of future studies. The results showed a relationship between acquired behaviours and the attitudes of involvement with work and organizational commitment, establishing a bridge for the quantification in awareness.
An Efficient and Effective Smart Voting System

The Project is created for the risk free and client arranged Online Voting System.The Online voting framework is made for the individuals of the nation dwelling the world over and needs to decide in favour of their agent.The political race can be directed in two different ways the paper voting form political decision and the robotized voting form races.The computerized voting form decisions are known as the electronic democratic.The web based democratic framework is profoundly evolved and the internet surveying framework can be supplanted by precisely and legitimately casting a ballot on the web and quick outcomes.The web based democratic framework is finished by the web so it very well may be known as the Internet Voting.
A Specialized Corpus for Film Understanding

We have developed a cinematic annotation scheme and used that scheme to create a shot-by-shot annotated corpus of similar scenes to aid with research in film understanding. This paper introduces and describes the scheme and the created corpus, discusses some of its merits, and summarizes some basic findings.
A Study on Accessing Factors Leading to the Purchase of Byju’s “Educational Learning App” as a Curriculum

Today, in this fast-moving life, everyone is in a hurry to getting their work done as soon as possible and least efforts. This tendency of humans has also affected the field of education. Now, people have a mindset that education should also be delivered in an easy and in a way, where comfort is ensured. The entire process of delivering lectures and providing education changed drastically when a startup named THINK AND LEARN PVT. LTD., popularly known as BYJU'S, which is one of the learning App, started to work in order to revolutionize the whole education system in India. In this study to establish a relationship as to how BYJU'S has grown this big in a little span of time and what are the factors using which BYJU'S has risen in the pyramid to affect the overall satisfaction of the user to use their learning app.
STRATEGIC SETTINGS OF THE INSTITUTE OF CONTINUING EDUCATION AND THE UNIVERSITY DEVELOPMENT PROGRAM

A modern developing university as a self-forming organization must comply with world requirements for the organization of higher education and fit into the conditions of world coexistence, taking into account modern trends in digitalization of the economy and everyday life of people and the internationalization of the educational process, pedagogical and scientific activities of teachers. The strategic development guidelines for all departments of the university should be consistent with this general trend and the university development program. The article describes the strategic orientation of the institution of continuing education (ICE) at different periods of the university’s development: the university’s work under the federal program for mobile training; the functioning of a national research university; in the draft 5-100. Their correspondence to the direction of university development during these periods is shown. The aspects and strategic directions of the institute’s activity in the modern period are characterized, the aspect of international activity, indicators which are taken into account in determining university ratings, is emphasized. Statistical comparative results of the achievements of ICE are presented in diagrams. The data contained in them confirm the effectiveness of the selected and implemented strategic objectives.
IMPROVEMENT OF THE PERSONALITY AS A MEANS OF SELF-DEVELOPMENT OF A FUTURE SOCIAL WORKER: RESULTS OF THE RESEARCH

The article deals with subjectivity, which is a condition and a means of self-development of future specialists in the social sphere. We treat subjectivity as the source and root cause of student activity. It makes the future social worker responsible for understanding the goals and objectives of his or her future professional activity. Subjectivity includes a system of ideas about oneself as a subject of professional activity, professional self-esteem, professional ideal, awareness of the importance of professional activity. The characteristics of subjectivity are self-awareness, independence, activity, openness to self-improvement, self-development, self-regulation, self-identification, self-education, self-cultivation, which motivates the formation of pedagogical culture of future social workers. The personality of the students was manifested in the need for creative activity while studying in the higher education institutions. It is found that the level of subjectivity of students is directly dependent on their focus on forming a pedagogical culture. Subjectivity is aimed at forming value orientations and a hierarchy of motives for activity. In the context of the acmeological approach, the subjective orientation of the individual is connected with the implementation of the life plan and the improvement of the system of target programs. During the formation of subjectivity, we invite students to complete an acmeogram, purposefully work on the study of micro- and macro-acme, consider acme events and objectively analyze the reasons for their non-use. In the practical plane for the development of subjectivity, students worked actively to identify well-formed character traits that foster professional achievement and to analyze those personality traits that need to be reduced. In order to improve subjectivity, future social workers purposefully worked to develop a plan of concrete practical actions that they would initiate for personal and professional improvement. As the results of the formative stage of the experimental study showed, the improvement of subjectivity as a means of self-development of the future social worker had a positive effect on the formation of indicators of the motivational-value component of the pedagogical culture. The results of the experimental design phase using the Kolmogorov-Smirnov criterion confirmed the effectiveness of the pedagogical culture formation activity and confirmed its validity and veracity.