MoMLeT&DS 2022
Modern Machine Learning Technologies and Data Science Workshop

Table of Contents

• Cover and Preface
  Summary: There were 53 papers submitted for peer-review to MoMLeT&DS 2022. Out of these, 28 papers were accepted for this volume.
  
  
• Organization and Committees
  
  
• Organizers and Partners
  
  
• Simulation of the Effects of Targeted Immunization on the Peak Number of Infections in Complex Networks 1-13
  Michael Emmerich , Yulian Kuryliak , Dmytro Dosyn
• Domain Ontology Learning using Link Grammar Parser and WordNet 14-36
  Dmytro Dosyn , Yousef Ibrahim Daradkeh , Vira Kovalevych , Mykhailo Luchkevych , Yaroslav Kis
• VAD in Speech Coder Based on Wavelet Transform 37-46
  Oleksandr Tymchenko , Bohdana Havrysh , Orest Khamula , Bohdan Kovalskyi
• Creating Neural Network and Single Solution Human-Based Metaheuristic Methods of Solving the Traveling Salesman Problem 47-58
  Anait Karapetyan , Eugene Fedorov , Oleksii Smirnov
• Link Prediction Method in Graph Objects by Auto Encoding in Graph Neural Networks 59-75
  Vladyslav Shlianin , Yuri Gordienko , Sergii Stirenko
• Prototyping Methodology of End-to-End Speech Analytics Software 76-86
  Oleh Romanovskyi , Ievgen Iosifov , Olena Iosifova , Volodymyr Sokolov , Pavlo Skladannyi , Igor Sukaylo
• Advanced Method of Synthesis of Semantic Kernel of E-content 87-97
  Sergey Orekhov
• Optimizing the Process of Soybean Oil Epoxidation by the means of Artificial Intelligence 98-108
  Oleksandr Bauzha , Taras Chaikivskyi , Valentyna Maliarenko , Bohdan Sus , Sergiy Zagorodnyuk
• Hierarchy of Hybrid Deep Neural Networks for Physical Action Classification by Brain-Computer Interface 109-122
  Kostiantyn Kostiukevych , Yuri Gordienko , Nikita Gordienko , Oleksandr Rokovyi , Sergii Stirenko
• Simulation of Corrosion Fracture of Nano-Concrete at the Interface with Reinforcement Taking into Account Temperature Change 123-133
  Roman Dzhala , Volodymyr Yuzevych , Roman Mysiuk , Vasyl Brych , Ruslan Skrynkovskyy , Vitalii Lozovan , Yuriy Tyrkalo
• Nonparametric method for estimation of forecasting models using small samples 134-143
  Dmitriy Klyushin
• Compensatory Method for Measuring Phase Shift Using Signals Bisemiperiodic Conversion in Diagnostic Intelligence Systems 144-154
  Sergey Tyshko , Oleksandr Lavrut , Victoria Vysotska , Oksana Markiv , Oleh Zabula , Yurii Chernichenko , Tetiana Lavrut
• Deep Learning of Neural Networks Using Genetic Algorithms 155-164
  Serhii Lienkov , Sergey Shvorov , Oleksandr Sieliukov , Igor Tolok , Nataliia Lytvynenko , Taras Davydenko
• Segmentation of analogue meter readings using neural networks 165-175
  Vadym Slyusar , Ihor Sliusar , Nataliia Bihun , Volodymyr Piliuhin
• Model of Estimation of Distribution Density for Large Statistical Datasets 176-188
  Nataliya Boyko , Yaroslav Rohan , Svitlana Honchar
• On Applying the Structured Model “State-Probability of Action” to Multi-Criteria Decision Making and Contradictory Reasoning 189-199
  Oleksiy Oletsky , Ivan Peleshchak
• Towards Understandability Evaluation of Business Process Models using Activity Textual Analysis 200-211
  Andrii Kopp , Dmytro Orlovskyi , Sergey Orekhov
• Features of designing and implementing an information system for studying and determining the level of foreign language proficiency 212-225
  Taras Basyuk , Andrii Vasyliuk , Vasyl Lytvyn , Olha Vlasenko
• Peculiarities of organizing the workspace using machine learning methods 226-240
  Taras Basyuk , Andrii Vasyliuk , Lyubomyr Demkiv
• Models and means of object recognition using artificial neural networks 241-251
  Vasyl Teslyuk , Bohdan Borkivskyi , Hamza Ali Alshawabkeh
• Neural Network Modeling of the Social and Economic, Investment and Innovation Policy of the State 252-262
  Rostyslav Yurynets , Zoryna Yurynets , Mariola Grzebyk , Marianna Kokhan , Nataliia Kunanets , Maryna Shevchenko
• Recommendation System for Leisure Time-Management in Quarantine Conditions 263-282
  Oleh Veres , Pavlo Ilchuk , Olha Kots , Yana Levus , Olha Vlasenko
• Machine Learning Model for Paraphrases Detection Based on Text Content Pair Binary Classification 283-306
  Nataliia Kholodna , Victoria Vysotska , Oksana Markiv , Sofia Chyrun
• Experimental and Exploratory Analysis of Programming Languages Popularity According to the PYPL Index 307-332
  Oleksandr Mediakov , Bohdan Korostynskyi , Victoria Vysotska , Oksana Markiv , Sofia Chyrun
• Analysing By-Products Interaction as an Industry Resource of Circular Economy in Ukraine and the World 333-344
  Myroslava Bublyk , Vadym Shandurskyi , Taras Machita , Piotr Grudowski , Oleksandr Pavlyuk
• Analysing the Cases of Population Disease at Critical Levels of Environmental Pollution by Emissions, Discharges, and Waste 345-358
  Myroslava Bublyk , Vadym Humeniuk , Taras Mikhalchuk , Ayhan Surek , Oleksandr Filizhanko
• Intelligent System of Dynamic 2D Visualization of Passenger Flows of Public Transport Routes Based on OpenGL 359-387
  Yurii Matseliukh , Andrii Berko , Agnieszka Kowalska-Styczeń , Lyubomyr Chyrun
• Analysis Method for Determining the Suitability of Water for Human Consumption 388-411
  Oleksiy Tverdokhlib , Denis Shavaev , Yurii Matseliukh , Aleksandr Gozhyj , Anna Maria Trzaskowska , Maksym Korobchynskyi , Lyubomyr Chyrun , Irina Kalinina