| Vol-4035 urn:nbn:de:0074-4035-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).

# IWSCI 2025
Computational Intelligence 2025

### Proceedings of the International Workshop on Computational Intelligence (IWSCI 2025)
co-located with the IV International Scientific Symposium “Intelligent Solutions” (IntSol 2025)

### Kyiv–Uzhhorod, Ukraine, May 01–05, 2025.

Edited by

### Vitaliy Snytyuk1
Yevgeniy Bodyanskiy 2
Roth Hubert 3
Leonid Hulianytskyi 4
Stan Lipovetsky 5
Ivan Sergienko 6
Vladimir Vovk 7
Yuriy Zaychenko 8

1 Taras Shevchenko National University of Kyiv, Ukraine
2 Kharkiv National University of Radio Electronics, Kharkiv, Ukraine
3 Institute of Automatic Control Engineering, University of Siegen, Siegen, Germany
4 V.M.Glushkov Institute of Cybernetics of the National Academy of Sciences of Ukraine, Ukraine
5 GfK Custom Research North America, Minneapolis, MN, USA
6 V.M.Glushkov Institute of Cybernetics of the National Academy of Sciences of Ukraine, Ukraine
7 Royal Holloway, University of London, United Kingdom
8 National Technical University of Ukraine "Igor Sikorsky Kyiv Polytechnic Institute", Ukraine

## Table of Contents

- Preface
  Summary: There were 42 papers submitted for peer-review to this workshop. Out of these, 19 papers were accepted for this volume, 19 as regular papers and 0 as short papers.

- Singular value decomposition calculation comparison in video fragment processing 1-10
  Sergii Mashtalir, Dmytro Lendel
- A novel method for raster image coding based on cellular automata evolution 11-21
  Stepan Bilan, Ruslan Motornyuk, Oleg Ilarionov, Serhii Bilan
- Modeling of Transport Flows in Critical Situations Using Cellular Automata in MATLAB 22-33
  Andriy Shatyrko, Volodymyr Kovtun, Bedrich Puza, Veronika Novotna
- The Group Movement Optimization of Autonomous Agents in a Locally-Centric Navigation Model 34-56
  Leonid Hulianytskyi, Maksym Ogurtsov, Vyacheslav Korolyov, Oleh Rybalchenko, Oleksandr Yarushevskyi
- Redshift estimation on astronomy spectral data using CNN-based architecture with correction 57-68
  Iryna Yurchuk, Vladyslav Skyruta
- Stock market price forecasting using evolving graph neural network 69-80
  Mykola Korablyov, Oleksandr Fomichov, Igor Kobzev, Danylo Antonov, Oleksandr Tkachuk
- Vision-based UAV Detection Models for Small-Edge Devices 81-90
  Iryna Yurchuk, Taras Semenchenko
- Investigation of the effectiveness of the Hybrid System of Computational Intelligence based on bagging and Group Method of Data Handling in the task of stock index forecasting 91-104
  Yevgeniy Bodyanskiy, Yuriy Zaychenko, Oleksii Kuzmenko, Helen Zaichenko
- Enhancing Wheat Price Forecasting Accuracy through Prophet Based Models 105-116
  Dmytro Zherlitsyn, Volodymyr Kharchenko, Hanna Kharchenko
- Using Ellipsoid Method for Nonsmooth Regression Problems 117-127
  Petro Stetsyuk, Volodymyr Semenov, Viktor Stovba
- Optimizing Lock-Free Containers for Multithreaded Socially Oriented Information Systems 128-141
  Sergiy Yakovlev, Andrii Strelchenko, Artem Khovrat, Volodymyr Kobziev
- Metaheuristic-Based Optimization of Monitoring System Architectures 142-151
  Hanna Livinska, Serhii Kostrytsia
- Automatic psychoemotional state analysis of text messages 152-163
  Oleksii Bychkov, Tatyana Obrusnik, Kseniia Dukhnovska
- Scalable Multimodal RAG Systems: Integrating AI for Adaptive Information Retrieval and Generation 164-176
  Denys Yuvzhenko, Viktor Putrenko, Sergii Lupenko, Nataliia Pashynska
- Implementation of the Sequential Analysis of Variants Scheme using Custom GPTs for Verification of Student Scientific Competitions Documentation 177-190
  Iryna Domanetska, Vitaliy Tsyganok, Yaroslav Khrolenko
- Intelligent adaptive algorithms for solving the algebraic eigenvalue problem on modern supercomputers 191-200
  Oleksandr Khimich, Oleksii Chystiakov
- Integration of lightweight cryptography and artificial intelligence methods to increase the dependability of precision medicine systems 201-212
  Inna Rozlomii, Andrii Yarmilko, Serhii Naumenko
- Combined Large Language Models and Ontology Approach for Energy Consumption Analysis Software 213-226
  Oleksandr Vyshnevskyy, Liubov Zhuravchak
- Automation of UAV Navigation Support Based on SIFT-like Methods 227-239
  Pylyp Prystavkа, Olha Cholyshkinа, Oksana Kovtun, Dmytro Pryshchepa

2025-06-19: submitted by Vitaliy Snytyuk, metadata incl. bibliographic data published under Creative Commons CC0
2025-09-21: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|