| Vol-3426 urn:nbn:de:0074-3426-7 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# MoMLeT&DS 2023
Modern Machine Learning Technologies and Data Science Workshop

### Proceedings of the Modern Machine Learning Technologies and Data Science Workshop (MoMLeT&DS 2023)

### Lviv, Ukraine, June 3, 2023.

Edited by

### Michael Emmerich*
Victoria Vysotska**
Volodymyr Lytvynenko***

* Leiden Institute of Advanced Computer Science, Leiden University, The Netherlands
** Osnabrück University, Germany
*** Kherson National Technical University, Ukraine

## Table of Contents

- Cover and Preface
  Summary: There were 64 papers submitted for peer-review to Modern Machine Learning Technologies and Data Science Workshop 2023. Out of these, 43 papers were accepted for this volume.
- Organization and Committees
- Organizers and Partners
- Classification System Based on Ensemble Methods for Solving Machine Learning Tasks 1-11
  Peter Bidyuk, Irina Kalinina, Oleksandr Zhebko, Aleksandr Gozhyj, Tetiana Hannichenko
- Locating Changepoints in Multidimensional Time Series Using Non-Parametric Methods 12-24
  Dmitriy Klyushin, Andrii Urazovskyi
- Combining Forecasts Based on Time Series Models in Machine Learning Tasks 25-35
  Irina Kalinina, Peter Bidyuk, Aleksandr Gozhyj, Pavlo Malchenko
- A Survey on COVID-19 related Fake News Detection using Machine Learning Models 36-46
  Rayees Ahmad Dar, Dr. Rana Hashmy
- Development of the Testbed for Testing Deep Learning Based IDS System for 5G Network 47-64
  Roman Odarchenko, Azamat Imanbayev, Alla Pinchuk
- Machine Learning and Modeling of the Impact of Trademark Filings on GDP Growth based on Python 65-76
  Serhii Robotko, Andriy Topalov, Serhii Nekrasov, Valeriy Zaytsev, Dmytro Zaytsev
- Predicting Pseudo-Random and Quantum Random Number Sequences using Hybrid Deep Learning Models 77-88
  Dmytro Proskurin, Sergiy Gnatyuk, Tetiana Okhrimenko
- Neural Network Method for Controlling the Helicopters Turboshaft Engines Free Turbine Speed at Flight Modes 89-108
  Serhii Vladov, Yurii Shmelov, Ruslan Yakovliev, Yurii Stushchanskyi, Yurii Havryliuk
- Handwritten Ukrainian Character Recognition using a Convolutional Neural Networks and Synthetic Dataset 109-121
  Yevhen Chychkarov, Olha Zinchenko
- Prediction of the Duration of Inpatient Treatment of Diabetes in Children Based on Neural Networks 122-135
  Аnatoliy Тryhuba, Oksana Malanchuk, Inna Тryhuba
- Collaborative Business Intelligence Virtual Assistant 136-149
  Olga Cherednichenko, Fahad Muhammad
- Modelling of Development of Hotel Business Potential and Economic Growth in Ukraine 150-160
  Rostyslav Yurynets, Zoryna Yurynets, Maryna Nehrey, Yulia Biriukova, Natalia Zhyhaylo
- Machine Learning Methods and Tools for Facial Recognition Based on Multimodal Approach 161-170
  Oleh Basystiuk, Nataliia Melnykova, Zoriana Rybchak
- Identification and Tracking of Unmanned Aerial Vehicles Based on Radar Data 171-181
  Lesia Mochurad, Roman Bliakhar, Nataliia Reverenda
- Product Recommendation System Using Graph Neural Network 182-192
  Yuliana Lavryk, Yurii Kryvenchuk
- CUDA-Based Algorithm for Lidar Position Determination in Mobile Robotics 193-203
  Lesia Mochurad, Ostap-Vasyl Matviiv, Halyna Lema, Roksolana Vilhutska
- Regression Modeling for Monitoring Organochlorine Pesticide Residues 204-218
  Serge Olszewski, Iryna Lurie, Volodymyr Lytvynenko, Violetta Demchenko, Mariia Voronenko, Natalia Kornilovska, Oleg Boskin
- Investigation and Comparative Analysis of Algorithms about Recognition of Micro Mimics for Analysis of Person Using Emotional AI 219-232
  Oleksandr Yaremchenko, Petro Pukach
- Information System of Air Quality Assessment Using Data Interpolation from Ground Stations 233-245
  Bohdan Molodets, Volodymyr Hnatushenko, Daniil Boldyriev, Tetiana Bulana
- Independent Factors Simulation of the Influence on the Level of Sustainable Development in Intellectual Systems of Management 246-258
  Maryana Gvozd, Solomiia Ohinok, Uliana Ivaniuk, Kateryna Protsak, Liana Chernobay
- Software Tool for Ensuring Data Integrity and Confidentiality Through the Use of Cryptographic Mechanisms 259-273
  Ruslana Aleksieieva, Andriy Fesenko, Andriy Dudnik, Yerlan Zhanerke
- Towards the Software Solution for Complexity Minimization of Business Process Models to Improve Understandability 274-286
  Andrii Kopp, Dmytro Orlovskyi
- UAS Flight Trajectory Optimization Algorithm Based on Operative Meteorological Information 287-297
  Maxim Ivanytskyi, Yevheniia Znakovska, Yuliya Averyanova
- Methodology of Formation of the Individual Study Plan of the Student Based on the Graph Model of the Dependence of Disciplines 298-307
  Svitlana Krepych, Iryna Spivak, Serhii Spivak
- Modeling the Development of the Tourism Industry Using the Koba-Douglas Function for Intelligent Management Systems 308-321
  Nestor Shpak, Ihor Novakivskyi, Ihor Kulyniak, Viktoriya Kharchuk, Ihor Oleksiv
- Human Morphofunctional Indicators-Based Decision Support System for Choosing Kind of Sport 322-333
  Olga Pavlova, Oleksandr Soltyk, Valeriia Shvaiko, Julia Ilchyshyna, Houda El Bouhissi
- Health Recommender System for Smart Cities 334-343
  Houda El Bouhissi, Dyhia Tagzirt, Faycal Bouredjioua, Olga Pavlova
- Model of the Recommender System for the Selection of Electronic Learning Resources 344-355
  Volodymyr Pasichnyk, Nataliia Kunanets, Valentyna Yunchyk, Maria Khomyak, Svitlana Yatsyuk, Vadim Muliar, Anatolii Fedonuyk
- The Stochastic Game Model for Solving Self-Organization Problem of the Hamilton Graph Cycle 356-371
  Petro Kravets, Mykola Prodaniuk, Volodymyr Pasichnyk
- Using React and Fuzzy Expert Systems for Better Travel Experience in Local Route Planning 372-384
  Nataliia Kunanets, Olga Artemenko, Volodymyr Pasichnyk, Vasyl Kut, Arsen Ivanchov
- Methods of Recommendations for Analysis of Computer Components 385-405
  Oleh Veres, Pavlo Ilchuk, Olha Kots
- Design and Implementation of a Ukrainian-Language Educational Platform for Learning Programming Languages 406-420
  Andrii Vasyliuk, Taras Basyuk, Vasyl Lytvyn
- Peculiarities of a Decision-Making Support System Development in Conditions of Uncertainty 421-434
  Taras Basyuk, Andrii Vasyliuk, Olga Artemenko
- A Method for Modifying the Geometry of 3D Surfaces in USDZ Format with Further Implementation in the SceneKit Game Engine 435-445
  Dmytro Ostrovka, Vasyl Teslyuk, Mariana Seneta, Iryna Kazymyra, Tetyana Smerdova
- Smart Search and Diagnosis Assistant System for Physicians 446-457
  Mariia Nazarkevych, Oleh Faizulin, Mykhailo Luchkevych
- Influencing Factors Analysis on European and World Regional Economies Development Caused by War in Ukraine Based on Multi-Criteria Decision-Making Theory 458-487
  Victoria Vysotska, Myroslava Bublyk, Yurii Matseliukh, Maryna Shevchenko, Valentyna Panasyuk, Dmytro Karpyn
- Sentiment Analysis of Information Space as Feedback of Target Audience for Regional E-Business Support in Ukraine 488-513
  Victoria Vysotska, Oksana Markiv, Stepan Tchynetskyi, Bohdan Polishchuk, Oksana Bratasyuk, Valentyna Panasyuk
- Virtual Reality in Art Therapy for Children with Autism 514-525
  Vasyl Andrunyk, Nataliya Kalka, Tetiana Shestakevych
- Information Technology for Foreign Languages Remote Learning with Adaptation to the User Based on Machine Learning 526-550
  Taras Sopin, Victoria Vysotska, Oksana Markiv, Lyubomyr Chyrun, Vasyl Andrunyk, Sofia Chyrun, Oleh Naum
- Tweets about Ukraine during the russian-Ukrainian War: Quantitative Characteristics and Sentiment Analysis 551-560
  Roksolana Nazarchuk, Solomiia Albota
- IT Slang Analysis System 561-571
  Hanna Kravchenko, Zoriana Rybchak, Olha Kulyna, Tetiana Shestakevych
- An Exploratory Data Analytics of Multivariate Observational Metrics on Generative AI 572-581
  Wilson Ahiara, Temitope Abioye, Tochukwu Chiagunye, Taiwo Olaleye
- Novel Methodology for Detecting Effective Features in Patients with Multiple Myeloma 582-609
  Małgorzata Szatkowska, Waldemar Wójcik, Wojciech Legiec, Iryna Lurie, Serge Olszewski, Volodymyr Lytvynenko, Mariia Voronenko

2023-06-06: submitted by Victoria Vysotska, metadata incl. bibliographic data published under Creative Commons CC0
2023-06-26: published on CEUR-WS.org |valid HTML5|