COLINS 2021
Computational Linguistics and Intelligent Systems

Table of Contents

• Cover and Preface
  
  
• Organization and Committees
  
  
• Organizers and Partners
  
  

Key note speeches

• "Accuracy" vs "Unambiguity" in Linguistics (invited paper) 1-5
  Volodymyr Shyrokov
• Adaptive Recovery of Distorted Data Based on Credibilistic Fuzzy Clustering Approach (invited paper) 6-15
  Yevgeniy Bodyanskiy, Alina Shafronenko, Iryna Klymova
• Automated Identification of Metaphors in Annotated Corpus(Based on Substance Terms) (invited paper) 16-31
  Olena Levchenko, Oleh Tyshchenko, Marianna Dilai
• Regional Annotation within GRAC, a Large Reference Corpus of Ukrainian: Issues and Challenges (invited paper) 32-45
  Maria Shvedova, Ruprecht von Waldenfels
• Intelligent System of Epidemic Situation Monitoring and Control (invited paper) 46-55
  Dmytro Chumachenko, Sergey Yakovlev
• Machine Learning for Arabic Text To Speech Synthesis:a Tacotron Approach (invited paper) 56-63
  Abdullah Al Mutawa
• Hybrid Neo-Fuzzy Neural Networks Based on Self-Organization and Their Application for Forecasting in Financial Sphere (invited paper) 64-70
  Yuriy Zaychenko, Galib Hamidov

PART 1. Computational Linguistics

Session 1.1. Natural Language Processing

• Using Natural Language Processing for Supply Chain Mapping: a Systematic Review of Current Approaches 71-86
  Henning Schöpper, Wolfgang Kersten
• Using Part-of-Speech Tagging for Building Networks of Terms in Legal Sphere 87-97
  Dmytro Lande, Oleh Dmytrenko
• A Comparative Study on TF-IDF Feature Weighting Method and Its Analysis Using Unstructured Dataset 98-107
  Mamata Das, Selvakumar Kamalanathan, P.J.A Alphonse
• Automatic Multilingual Ontology Generation Based on Texts Focused on Criminal Topic 108-117
  Nina Khairova, Anastasiia Kolesnyk, Orken Mamyrbayev, Galiya Ybytayeva, Yuliia Lytvynenko
• Identification of the Author's Idea Based on the Modified TextRank Method 118-128
  Yuliia Hlavcheva, Olga Kanishcheva, Мaryna Vovk, Maksym Glavchev
• Enhanced LSA Method with Ukraine Language Support 129-140
  Nataliia Kunanets, Yurii Oliinyk, Dmytro Myhal, Khrystyna Shunevych, Antonii Rzheuskyi, Yuriy Shcherbyna
• Towards Russian Text Generation Problem Using OpenAI’s GPT-2 141-153
  Oleksii Shatalov, Nataliya Ryabova
• Effectiveness of Modern Text Recognition Solutions and Tools for Common Data Sources 154-165
  Kirill Smelyakov, Anastasiya Chupryna, Dmytro Darahan, Serhii Midina
• Meiosis and litotes in The Catcher in the Rye by Jerome David Salinger: Text Mining 166-178
  Marta Karp, Nataliia Kunanets, Yuliia Kucher
• Automation of Template Formation to Identify the Structure of Natural Language Documents 179-190
  Olena Kuropiatnyk, Viktor Shynkarenko
• A Neural Network-Based Study of the Performance of a Developed Foreign Language Teaching System 191-205
  Oleh Krupii, Kostiantyn Kasian
• Investigation of the Deep Learning Approaches to Classify Emotions in Texts 206-224
  Dmytro Nazarenko, Iryna Afanasieva, Nataliia Golian, Vira Golian
• Terminology of Computational Linguistics in Terms of Indexing and Information Retrieval in the System "iSybislaw" 225-234
  Alla Taran
• Using Word2vec Technique to Determine Semantic and Morphologic Similarity in Embedded Words of the Ukrainian Language 235-248
  Larysa Savytska, Nataliya Vnukova, Iryna Bezugla, Vasyl Pyvovarov, M. Turgut Sübay
• A Next Generation Data Language Proposal 249-271
  Eugene Panferov
• Usage of Sentiment Analysis to Tracking Public Opinion 272-285
  Zoia Kochuieva, Natalia Borysova, Karina Melnyk, Dina Huliieva
• Information Object Storage Model with Accelerated Text Processing Methods 286-299
  Olesia Barkovska, Daria Pyvovarova, Vladyslav Kholiev, Heorhii Ivashchenko, Dmytro Rosinskyi
• Punctuation Restoration for Ukrainian Broadcast Speech Recognition System based on Bidirectional Recurrent Neural Network and Word Embeddings 300-310
  Mykola Sazhok, Anna Poltieva, Valentyna Robeiko, Ruslan Seliukh, Dmytro Fedoryn
• A Comparative Analysis for English and Ukrainian Texts Processing Based on Semantics and Syntax Approach 311-356
  Victoria Vysotska, Svitlana Holoshchuk, Roman Holoshchuk
• Real-Time Ukrainian Text Recognition and Voicing 357-387
  Kateryna Tymoshenko, Victoria Vysotska, Oksana Kovtun, Roman Holoshchuk, Svitlana Holoshchuk

Session 1.2. Corpus Technologies, Ontologies and Computer Lexicography

• Digital Toolkit to Develop Research Potential of Explanatory Dictionary (Case of Spanish Language Dictionary) 388-401
  Yevhen Kupriianov, Volodymyr Shyrokov, Iryna Ostapova, Mykyta Yablochkov
• Readability Evaluation for Ukrainian Medicine Corpus(UKRMED) 402-412
  Olga Cherednichenko, Olga Kanishcheva
• Knowledge Based Situation Awareness Process Based on Ontologies 413-423
  Yevhen Burov
• Corpus-Driven Approaсh to Ukrainian Е-Anecdotes Study 424-434
  Alla Luchyk, Oksana Taran, Oleksandra Palchevska, Natalia Sharmanova, Ganna Demydenko
• Implementing Semantic Annotation in a Ukrainian Corpus 435-447
  Vasyl Starko
• Synonymizer of the Ukrainian Language: Stage of Creation, Features of Database Update and Software Implementation 448-458
  Нanna Sytar, Oleh Vietrov, Vladyslava Diachenko
• On Marking NPs by Exclusive Only in EEBO Corpus: Syntactic and Information Structural Considerations 459-474
  Olena Andrushenko
• Formal Model of Explanatory Trilingual Terminology Dictionary 475-485
  Alona Dorozhynska
• Statistical Research of the Colour Component ЧОРНИЙ (BLACK) in R. Ivanychuk’s Text Corpus 486-497
  Nataliia Lototska
• Construction of Semantic Metric for Measuring the Distance between Ontology Concepts 498-510
  Viktor Hryhorovych
• Corpus-Based Translation Automation of Adaptable Corpus Translation Module 511-527
  Andriy Lutskiv, Roman Lutsyshyn
• Approach to a Subject Area Ontology Visualization System Creating 528-540
  Taras Basyuk, Andrii Vasyliuk
• Ontological Harmonization of Railway Transport Information Systems 541-554
  Viktor Shynkarenko, Larysa Zhuchyi
• Electronic System "All-Ukrainian Toloka Archival Card Index": Structure, Tools, Prospects of Development 555-565
  Oksana Tyshchenko, Vladyslav Tyshchenko
• Visualization Modeling of Management Processes in Knowledge-Oriented Systems 566-579
  Lubomyr Petryshyn, Mykhailo Petryshyn
• Development of a Productive Credit Decision-Making System Based on the Ontology Model 580-589
  Anna Bakurova, Mariia Pasichnyk , Elina Tereschenko
• Testing Tools for Writing and Publishing E-Dictionaries 590-600
  Tetiana Anokhina, Iryna Kobyakova, Svitlana Shvachko
• Informational Retrieval Thesaurus of Yaroslav Mudryi National Library of Ukraine: Content, Structure, and Use 601-612
  Oksana Zbanatska, Oksana Tur, Ksenia Sizova

Session 1.3. Discourse Analysis and Social Media

• Decomposition of Google Trends Series for the Search of Patterns and Seasonality of Financial Risk Control Interest 613-628
  Nataliya Vnukova, Svitlana Achkasova, Oleksii Gorokhovatskyi, Hanna Pysarevska
• Repetition Characteristic for Single Texts 629-641
  Oleh Kushnir, Lyubomyr Ivanitskyi, Andriy Kashuba, Mariana Mostova, Vitaliy Mykhaylyk
• Multimedia Technologies in Foreign Language Learning under Pandemic 642-656
  Antonina Badan, Nataliia Onishchenko
• Modeling the Process of Analysis of Statistical Characteristics of Student Digital Text 657-669
  Tetiana Shestakevych
• Quantitative Parameters of Lucy Montgomery’s Literary Style 670-684
  Nataliia Hrytsiv, Tetiana Shestakevych, Julia Shyyka
• Computational Linguistics Tools in Mapping Emotional Dislocation of Translated Fiction 685-699
  Ivan Bekhta, Nataliia Hrytsiv
• Marking up Dramatic Text: a Case Study of “7 Stories” by Morris Panych 700-718
  Ivan Bekhta, Nataliia Hrytsiv, Anastasiia Matviychuk
• Algorithm for Disclosing Artistic Concepts in the Correlation of Explicitness and Implicitness of Their Textual Manifestation 719-730
  Nataliia Romanyshyn
• Gender Marked Intimate Conversational Interaction of Spouses in Modern English 731-742
  Liubov Stasiuk
• Linguistic Methods in Social Media Marketing 743-754
  Olena Yurchenko, Nataliia Ugolnikova
• Hate Speech in Media Towards the Representatives of Roma Ethnic Community 755-768
  Zoriana Haladzhun, Olha Harmatiy, Yuriy Bidzilya, Nataliia Kunanets, Khrystyna Shunevych
• Linguistically Manipulative, Disputable, Semantic Nature of the Community Reddit Feed Post 769-783
  Solomiia Albota
• Information Consolidation on Users of Social Networks to Determine Their Credibility 784-798
  Oleksandr Markovets, Solomiia Albota, Oksana Horpyniuk
• Quantitative Characteristics of Lexical-Semantic Groups Representing Weather in Weather News Stories (Based on British Online Press) 799-810
  Nataliya Bondarchuk, Ivan Bekhta
• Sоcіаl Nеtwоrks: Аnаlуsіs, Аlgоrіthms аnd Thеіr Іmрlеmеntаtіоn 811-821
  Svitlana Popereshnyak, Iryna Yurchuk
• Research of Antispam Bot Algorithms for Social Networks 822-831
  Nataliia Liubchenko, Andrii Podorozhniak, Vasyl Oliinyk
• Authorship Determination of Natural Language Texts by Several Classes of Indicators with Customizable Weights 832-844
  Viktor Shynkarenko, Inna Demidovich
• Anthropocentrism as Implementation of a Testator/Testatrix’s Communicative Goal 845-854
  Olha Kulyna
• Methodology for Analysis of Intertextuality: Technical Aspect 855-865
  Mariana Zhuravel, Yurii Lavriv

PART 2. Intelligent Systems

Session 2.1. Knowledge-oriented Systems

• Collective Risk Estimating Method for Comparing Poly-Interval Objects in Intelligent Systems 866-876
  Gennady Shepelev, Nina Khairova
• Methods of Eliminating Features from Linguistic Equations 877-889
  Dmitry Sitnikov, Polina Sytnikova, Andrii Kovalenko
• Development of Conjunctive Decomposition Tools 890-900
  Igor Shubin
• Intelligent Information System for Predicting Chemicals with Interactive Possibilities 901-915
  Oleksii Kudryk, Oleg Bisikalo, Yuliia Oleksii, Serhii Radio
• Metrics Applicable for Evaluating Software at the Design Stage 916-936
  Iryna Gruzdo, Iryna Kyrychenko, Glib Tereshchenko, Nadiya Shanidze
• Approach to Solve the Problems of Filtration and Extrapolation in the Construction of Functionally Stable Stochastic Systems with Delay 937-947
  Victor Chumakevych, Ivan Dyyak, Victoria Chumakevych, Igor Puleko, Vadym Ptashnyk
• Knowledge Representation Method for Object Recognition in Nonlinear Radar Systems 948-958
  Maksym Makaruk, Alexei Nazarov, Igor Shubin, Nadezhda Shanidze
• Objects Segmentation in Augmented Reality Environment 959-968
  Ievgen Sidenko, Tetiana Misiuk, Galyna Kondratenko, Yuriy Kondratenko
• Application of Genetic Algorithms for Optimization of Salesman's Tasks and Their Modeling by Sequential Selection 969-981
  Nataliya Boyko, Andriy Pytel
• Optimization of Regression Analysis by Conducting Parallel Calculations 982-996
  Lesia Mochurad
• The Multi-Pattern Matching with Online User Requests for Determining Browser Capabilities 997-1010
  Ignat Blazhko, Tetiana Kovaliuk, Nataliya Kobets, Tamara Tielysheva
• Construction Features of the Industrial Environment Control System 1011-1025
  Andrii Vasyliuk, Taras Basyuk
• Development of Predictors to Increase the Efficiency of Progressive Hierarchic Context-Independent Compression of Images Without Losses 1026-1038
  Alexander Shportko, Veronika Postolatii
• On One Approach to Building a Temporal Model of the Knowledge Base 1039-1048
  Volodymyr Burdaiev
• Negative Citing: Scenario Analysis of Inaccurate Evaluation of Scientific Content 1049-1062
  Alina Petrushka, Maria Komova
• Assessment of the Hydro-Meteorological Conditions Impact on the Combat Troops Operations Preparation and Conduct in the Geo-Information Subsystem of the Automated Battlefield Management System 1063-1076
  Vasyl Lytvyn, Olesya Pashchetnyk, Oleh Klymovych, Leonid Polishchuk, Ihor Kolb, Yevhen Burov, Victoria Vysotska
• The Ontological Decision Support System Composition and Structure Determination for Commanders of Land Forces Formations and Units in Ukrainian Armed Force 1077-1086
  Olesya Pashchetnyk, Vasyl Lytvyn, Vyacheslav Zhyvchuk, Leonid Polishchuk, Victoria Vysotska, Zoriana Rybchak, Yulia Pukach
• Development of Intelligent System for Visual Passenger Flows Simulation of Public Transport in Smart City Based on Neural Network 1087-1138
  Yurii Matseliukh, Myroslava Bublyk, Victoria Vysotska
• Change Management in R&D-Quality Costs in Challenges of the Global Economy 1139-1151
  Myroslava Bublyk, Volodymyr Mykhailov, Yurii Matseliukh, Tetiana Pihniak, Andrii Selskyi, Igor Grybyk
• Information-Reference System Creation Prerequisites for the Ground Forces Identification on the Battlefield According to NATO Standards 1152-1172
  Volodymyr Korolov, Olha Korolova, Igor Milkovich, Yaroslav Zaiets, Viacheslav Zhyvchuk, Vasyl Lytvyn, Myroslava Bublyk

Session 2.2. Applied Intelligent Systems

• An Adaptive Algorithm for Effective Selection of Training Content for IT Professionals 1173-1183
  Volodymyr Sokol, Mariia Bilova, Andrii Druzhynin, Nikita Cherkun, Ivan Perepelytsia
• Methods of Adaptive Knowledge Testing Based on the Theory of Logical Networks 1184-1193
  Igor Shubin, Andrii Kozyriev, Volodymyr Liashik, Grigorii Chetverykov
• An Option of Building the Distance Learning System with Artificial Intelligence Elements 1194-1203
  Serhii Lienkov, Sergii Gakhovych, Igor Tolok, Genadiy Zhyrov, Valentyn Bakhvalov
• The Decision Support System Education Career Choice Using Fuzzy Model 1204-1214
  Olha Pronina, Olena Piatykop
• Elomia Chatbot: The Effectiveness of Artificial Intelligence in the Fight for Mental Health 1215-1224
  Oleksandr Romanovskyi, Nina Pidbutska, Anastasiia Knysh
• The Influence of Educational Competencies of the Staff on the Efficiency of Hotel Companies in the Tourism Sector 1225-1237
  Rostyslav Yurynets, Zoryna Yurynets, Mykola Denysenko, Ivanna Myshchyshyn, Andriy Pekhnyk
• Method of Multi-Purpose Text Analysis Based on a Combination of Knowledge Bases for Intelligent Chatbot 1238-1248
  Andrii Yarovyi, Dmytro Kudriavtsev
• A Method of Detecting Bot Networks Based on Graph Clustering in the Recommendation System of Social Network 1249-1261
  Yelyzaveta Meleshko, Mykola Yakymenko, Serhii Semenov
• Attributed Networks Formation Models with Application in Social Network Analysis 1262-1273
  Oksana Pichugina
• An Approach and Software Prototype for Translation of Natural Language Business Rules into Database Structure 1274-1291
  Andrii Kopp, Dmytro Orlovskyi, Sergey Orekhov
• Approach to Recognizing of Visualized Human Emotions for Marketing Decision Making Systems 1292-1301
  Iryna Spivak, Svitlana Krepych, Oleksandr Fedorov, Serhii Spivak
• Application of Big Data Methods in E-Learning Systems 1302-1311
  Natalia Sharonova, Iryna Kyrychenko, Glib Tereshchenko
• Software Development for Semantic Kernel Forming 1312-1322
  Sergey Orekhov, Henadii Malyhon, Nataliya Stratienko, Tetiana Goncharenko
• Web Application System of Handwritten Text Recognition 1323-1337
  Yevhen Bodnia, Mariia Kozulia
• The National System of Higher Education and Government Procurement for Its Services as Activators of the Development of IT Entrepreneurship 1338-1349
  Liubov Halkiv, Oleh Karyy, Ihor Kulyniak, Yaroslav Kis, Anastasiia Tsapulych
• Activation of the Educational Process by Changing the Curriculum in Higher School 1350-1364
  Nadiia Pasieka, Yulia Romanyshyn, Svitlana Chupakhina, Mariia Oliinyk, Mykola Pasieka
• Social Networks as Tools to Promote the Majors of Higher Education Institutions During the Pandemic 1365-1375
  Zhanna Myna, Тetiana Bilushchak
• Teaching in the Internet Environment Against the Background of COVID-19: Integration of Video Content into E-Learning 1376-1389
  Тetiana Bilushchak, Ivan Bratus
• The Intelligent System Development for Psychological Analysis of the Person's Condition 1390-1419
  Oksana Oborska, Vasyl Andrunyk, Liliya Chyrun, Ruslan Hasko, Anatolii Vysotskyi, Solomiia Mushasta, Oksana Petruchenko, Iryna Shakleina

Session 2.3. Math Tools of Artificial Intelligence

• Formation of Integrated Repositories of Social and Communication Data by Consolidating the Resources of Museums, Libraries and Archives in Smart Cities Projects 1420-1430
  Oleksii Duda, Volodymyr Pasichnyk, Halyna Lypak, Nataliia Veretennikova, Nataliia Kunanets, Oleksandr Matsiuk, Valentyna Mudrokha
• Formation of Virtual Tours with the Use of Augmented Reality Information Technology 1431-1443
  Roman Bakhmut, Nataliia Kunanets, Antonii Rzheuskyi, Volodymyr Pasichnyk, Vasyl Kut, Oleksandr Volkov, Ivan Tsmots
• Improving Item Searching On Trading Platform Based On Reinforcement Learning Approach 1444-1455
  Olga Cherednichenko, Maryna Vovk, Oksana Ivashchenko, Alenka Baggia, Nataliia Stratiienko
• The Criterion of Optimality in the Convex Vector Problem of Optimization 1456-1465
  Andrii Sokolov, Oksana Sokolova, Viktor Khodakov
• Multi-agent Clinical Decision Support System using Case-Based Reasoning 1466-1476
  Mykola Korablyov, Natalia Axak, Oleksandr Fomichov, Volodymyr Hnidenko
• Strategy and Tactics of International Digitalization and Intellectualization of Economic Relations 1477-1487
  Nestor Shpak, Kateryna Doroshkevych, Yuriy Shpak, Ihor Salata, Marharyta Sharko
• Big Data Analysis for Structuring FX Market Volatility due to Financial Crises and Exchange Rate Overshooting 1488-1499
  Oleh Veres, Pavlo Ilchuk, Olha Kots, Lidiia Bondarenko
• Simulation the Attractiveness of Transport Services as a Tool for Assessing Consumer Loyalty in the Digital Epoch 1500-1510
  Nestor Shpak, Oksana Mykytiuk, Zoriana Dvulit, Liana Maznyk, Natalia Horbal
• Simulation the Impact of Eco Expenditure on the Effectiveness of Eco Projects: the Railways of Ukraine Case 1511-1526
  Nestor Shpak, Liana Maznyk, Zoriana Dvulit, Oksana Mykytiuk, Tatiana Melnyk
• Intelligent Management System for Ecological Innovative Enterprises 1527-1539
  Mykola Odrekhivskyі, Uliana Kohut, Ulyana Kostyuk
• The Method of Constructing a Development Trajectory as the Basis of an Intelligent Module for Strategic Planning of the EPM System 1540-1550
  Valentina Moskalenko, Nataliia Fonta
• CRM System and Consolidated Information Resource: Ways of Creation and Interaction 1551-1561
  Oleksandr Markovets, Roman Holoshchuk, Svitlana Holoshchuk, Nestor Dumanskyi
• Machine Analysis of the UK Electrical Energy Initiatives Based on the E-petitions to the UK Government and Parliament 1562-1573
  Svitlana Kolosok, Tetiana Vasylieva, Serhiy Lyeonov
• Models and Methods for E-Commerce Systems Designing in the Global Economy Development Conditions Based on Mealy and Moore Machines 1574-1593
  Andrii Berko, Myroslava Bublyk, Lyubomyr Chyrun, Yurii Matseliukh, Roman Levus, Valentyna Panasyuk, Oksana Brodyak, Lyudmyla Dzyubyk, Olga Garbich-Moshora
• Small-Batteries Utilization Analysis Based on Mathematical Statistics Methods in Challenges of Circular Economy 1594-1603
  Myroslava Bublyk, Yurii Matseliukh
• The E-Commerce Systems Modelling Based on Petri Networks 1604-1631
  Lyubomyr Chyrun
• The Content Analysis Method for the Information Resources Formation in Electronic Content Commerce Systems 1632-1651
  Andrii Berko, Vasyl Andrunyk, Lyubomyr Chyrun, Mykhailo Sorokovskyy, Oksana Oborska, Oksana Oryshchyn, Mykhailo Luchkevych, Oksana Brodovska
• Application of Online Marketing Methods and SEO Technologies for Web Resources Analysis within the Region 1652-1693
  Volodymyr Kuchkovskiy, Vasyl Andrunyk, Maksym Krylyshyn, Lyubomyr Chyrun, Anatolii Vysotskyi, Sofia Chyrun, Nataliia Sokulska, Ilona Brodovska

Session 2.4. Machine Learning Applications

• Robust Training of ADALINA Based on the Criterion of the Maximum Correntropy in the Presence of Outliers and Correlated Noise 1694-1705
  Oleg Rudenko, Oleksandr Bezsonov
• Hierarchical Clustering Approach for Information-Extreme Machine Learning of Hand Brush Prosthesis 1706-1715
  Anatoliy Dovbysh, Vladyslav Piatachenko
• Planning and Control Method Based on Fuzzy Logic for Intelligent Machine 1716-1730
  Anatolii Kargin, Tetyana Petrenko
• ECG Signal Processing Based on Linguistic Chain Fuzzy Sets 1731-1741
  Igor Baklan, Alina Oliinyk, Iryna Mukha, Kateryna Lishchuk, Olena Gavrilenko, Svitlana Reutska, Anna Tsytsyliuk, Yurii Oliinyk
• Dynamic Stock Buffer Management Method Based on Linguistic Constructions 1742-1753
  Eugene Fedorov, Olga Nechyporenko
• Simulation of Logic Elements in Reverse Mode for Building Neural Networks 1754-1769
  Serhii Tsyrulnyk, Volodymyr Tromsyuk, Valentyna Vernygora, Yaroslav Borodai
• Applying Recurrence Plots to Classify Time Series 1770-1780
  Lyudmyla Kirichenko, Tamara Radivilova, Juliia Stepanenko
• Development of Indirect Determination Model Based on Neural Networks for the Process of Iron Ore Beneficiation 1781-1791
  Anton Senko, Andrey Kupin, Yuriy Osadchuk
• Application of Innovative Approaches to Video Segmentation in a Criminal Process 1792-1805
  Lidia Moskvych, Yuliia Riepina, Kostyantyn Shcherbinin
• The Fuzzy Logic for Machine Vision System Effectiveness Assessment 1806-1815
  Ganna Khoroshun
• The Electronic Digests Formation and Categorization for Textual Commercial Content 1816-1831
  Lyubomyr Chyrun, Vasyl Andrunyk, Liliya Chyrun, Aleksandr Gozhyj, Anatolii Vysotskyi, Oksana Tereshchuk, Nadiya Shykh, Vadim Schuchmann
• Evaluating Real Checkability for FPGA-Based Components of Safety-Related Systems 1832-1842
  Oleksandr Drozd, Kostiantyn Zashcholkin, Maciej Dobrowolski, Anatoliy Sachenko, Oleksandr Martynyuk, Olena Ivanova, Julia Drozd
• Method of Forming a Training Sample for Segmentation of Tender Organizers on Machine Learning Basis 1843-1852
  Hrystyna Lipyanina-Goncharenko, Vasyl Brych, Svitlana Sachenko, Taras Lendyuk, Pavlo Bykovyy, Diana Zahorodnia
• Application of Machine Algorithms for Classification and Formation of the Optimal Plan 1853-1865
  Nataliya Boyko, Rostyslav Hlynka
• Comparison of Clustering Algorithms for Revenue and Cost Analysis 1866-1877
  Nataliya Boyko, Solomiya Hetman, Iryna Kots
• Analysis of Recommendation System Methods for Accuracy of Predicted Estimates 1878-1888
  Nataliya Boyko, Petro Telishevskyi, Beata Kushka