| Vol-3917 urn:nbn:de:0074-3917-X Copyright © 2025 for the individual papers by the papers' authors. Copyright © 2025 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).

# CS&SE@SW 2024
Young Scientists in Computer Science & Software Engineering 2024

### Proceedings of the 7th Workshop for Young Scientists in Computer Science & Software Engineering (CS&SE@SW 2024)

### Virtual Event, Kryvyi Rih, Ukraine, December 27, 2024.

Edited by

### Serhiy O. Semerikov *
Andrii M. Striuk **

* Kryvyi Rih State Pedagogical University, Kryvyi Rih, Ukraine
** Kryvyi Rih National University, Kryvyi Rih, Ukraine

## Table of Contents

- The evolving landscape of computer science and software engineering: Trends, challenges, and future directions 1-46
  Serhiy O. Semerikov, Andrii M. Striuk
  Summary: There were 64 papers submitted for peer-review to this workshop. Out of these, 28 papers were accepted for this volume, 24 as regular papers and 4 as short papers.

### Session 1: Software engineering

- Optimizing the process of ER diagram creation with PlantUML 47-57
  Anatolii O. Kurotych, Lesia V. Bulatetska
- Design and evaluation of a personalized digital mathematics tutor for grade 6 learners 58-65
  Svitlana V. Shokaliuk, Andrii O. Kavetskyi
- Methodology for implementing electronic audit projects (SAF-T UA) for large taxpayers in Ukraine 66-79
  Yurii O. Chernukha, Oksana V. Klochko, Stepan Kizim, Andrii Mozghalov
- Designing and evaluating an affordable Arduino-based lie detector prototype 80-88
  Stanislav V. Pravytskyi, Pavlo V. Merzlykin, Alexander N. Stepanyuk
- Development of the Student Simulator game: From concept to code 89-109
  Vasyl P. Oleksiuk, Denys Y. Dzhuha, Petro P. Melnyk, Dmytro V. Verbovetskyi
- Information system for generating recommendations for risk-oriented trading strategies based on deep learning 110-119
  Nickolay Rudnichenko, Vladimir Vychuzhanin, Denys Shvedov, Tetiana Otradskya, Igor Petrov
- Modeling and simulating of Duffing pendulum in the moved coordinate system 120-130
  Hanna Zemlianukhina, Roman Voliansky, Nina Volianska
- A web-based Kanban application for enhancing agile project management practices 131-138
  Natalia Moiseienko, Mykhailo Moiseienko, Diana Lubentsova
- An interactive online trainer for primary school computer science education: Design, implementation, and theoretical foundations 139-151
  Alina Zhdaniuk, Olena Tarasova, Mykhailo Moiseienko, Alexander Stepanyuk

### Session 2: Theoretical computer science

- Overview of modern algorithms for world procedural generation in computer games 152-163
  Ivan F. Laitaruk, Tetyana O. Hryshanovych
- Overview of small language models in practice 164-182
  Ruslan O. Popov, Nadiia V. Karpenko, Volodymyr V. Gerasimov
- Topic modelling of Ukrainian folk songs: A case study on Podillia region 183-198
  Olha B. Petrovych
- Bibliometric analysis and experimental assessment of chatbot training approaches 199-225
  Roman O. Liashenko, Serhiy O. Semerikov
- Channel extractor for UAV PPM signals 226-236
  Viktoria M. Smolij, Natan V. Smolij, Oleksii Y. Kovalenko, Mykhailo Z. Shvydenko

### Session 3: Computer systems

- Development of an automated system for preparing mineral raw material samples for discrete analysis 237-244
  Nikita S. Krapyvnyi, Albert A. Azaryan, Oleksandr V. Shvydkyi, Dmitriy V. Shvets, Andriy M. Hrytsenko
- Methods of data analysis to study the effectiveness of scientific journal promotion 245-259
  Olha V. Korotun, Tetiana A. Vakaliuk, Tetiana M. Nikitchuk, Mariia O. Korotun
- Information systems development in accounting: A systematic network study 260-271
  Mykola P. Horodyskyi, Iryna L. Hrabchuk, Oleksandr V. Bereznyi, Olha S. Fedorova, Iurii M. Iefremov

### Session 4: Computer applications

- A modified 3D-2D convolutional neural networks for robust mineral identification: Hyperspectral analysis in Djebel Meni (Northwestern Algeria) 272-285
  Youcef Attallah, Ehlem Zigh, Zoulikha Mehalli, Adda Ali Pacha
- Method of semantic features estimation for political propaganda techniques detection using transformer neural networks 286-297
  Iurii Krak, Maryna Molchanova, Volodymyr Didur, Olena Sobko, Olexander Mazurets, Olexander Barmak
- Method for neural network cyberbullying detection in text content with visual analytic 298-309
  Iurii Krak, Olena Sobko, Maryna Molchanova, Illia Tymofiiev, Olexander Mazurets, Olexander Barmak
- Design and implementation of a mobile health application for physical activity tracking and exercise motivation 310-320
  Alexander N. Stepanyuk, Pavlo V. Merzlykin, Yana V. Zheludko
- AI-agent-based system for fact-checking support using large language models 321-331
  Leonid Kupershtein, Oleksandr Zalepa, Volodymyr Sorokolit, Serhii Prokopenko
- Advances in neural text generation: A systematic review (2022-2024) 332-361
  Artem V. Slobodianiuk, Serhiy O. Semerikov
- Automating machine learning: A meta-synthesis of MLOps tools, frameworks and architectures 362-414
  Danylo O. Hanchuk, Serhiy O. Semerikov
- Research and development of a subtitle management system using artificial intelligence 415-427
  Andrii M. Striuk, Vladyslav V. Hordiienko
- A comprehensive survey on reinforcement learning-based recommender systems: State-of-the-art, challenges, and future perspectives 428-440
  Oleksandr D. Rossiiev, Nonna N. Shapovalova, Olena H. Rybalchenko, Andrii M. Striuk
- Research and development of software for hydroacoustic signal analysis using machine learning techniques 441-450
  Anton O. Poliaiev, Nonna N. Shapovalova, Svitlana V. Bilashenko, Andrii M. Striuk
- Investigating vulnerabilities of personal data on financial websites 451-458
  Olena H. Fedorenko, Sofiia V. Velychko, Yelyzaveta V. Kaidan

2025-01-29: submitted by Serhiy O. Semerikov, metadata incl. bibliographic data published under Creative Commons CC0
2025-02-07: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|