| Vol-3933 urn:nbn:de:0074-3933-X Copyright © 2024 for the individual papers by the papers' authors. Copyright © 2024 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).

# IT&I-WS 2024: ISS
Intelligent Systems and Security 2024

### Proceedings of the Information Technology and Implementation (IT&I) Workshop: Intelligent Systems and Security (IT&I-WS 2024: ISS)

### Kyiv, Ukraine, November 20 - 21, 2024.

Edited by

### Vitaliy Snytyuk *
Victor Morozov *
Ihor Javorskyj **
Vitaly Levashenko ***

*Taras Shevchenko National University of Kyiv, Ukraine
**Bydgoszcz University of Science and Technology, Poland
*** University of Žilina, Slovakia

## Table of Contents

- Preface
  Summary: There were 25 papers submitted for peer-review to this conference. Out of these, 16 papers were accepted for this volume, 15 as regular papers and 1 as short papers.

### Section 1: Artificial Intelligence Technologies and Data Science

- Extending Monolingual Asymmetric Semantic Search Models For Multilingual Query Processing Using Knowledge Distillation 1-10
  Iryna Yurchuk, Danylo Boiko
- TaxoRankConstruct: A Novel Rank-based Iterative Approach To Taxonomy Construction With Large Language Models 11-27
  Oleksandr Marchenko, Danylo Dvoichenkov
- Ellipsoidal Distribution-free Set 28-37
  Dmitriy Klyushin, Andrii Tymoshenko
- Method For Detecting Propaganda Objects Using Deep Learning Neural Network Models With Visual Analytic 38-50
  Iurii Krak, Olha Zalutska, Maryna Molchanova, Olexander Mazurets, Olexander Barmak
- Application Of A Nine-Variate Prediction Ellipsoid for Normalized Data and Machine Learning Algorithms for Keystroke Dynamics Recognition 51-64
  Sergiy Prykhodko, Artem Trukhov
- Method of Assessing Investment Risks Based on Fuzzy Modeling of the Net Present Value of Innovative Projects 65-74
  Yuri Samokhvalov, Bohdan Zhuravel
- Leveraging Artificial Intelligence and Large Language Models for Fake Content Detection in Digital Media 75-92
  Andriy Matviychuk, Vasyl Derbentsev, Vitalii Bezkorovainyi, Tetiana Kmytiuk, Oleksii Hostryk
- An Intelligent System For Analyzing The Dependence Of A Chess Player's Rating On Inaccurate Moves 93-102
  Andriy Dudnik, Yurii Moroz, Olga Leshchenko, Oleksandr Makhovych, Ihor Kolisnyk
- Mathematical Model and Approaches to Quantitative Analysis of Metadata of Scientific Articles 103-119
  Hryhorii Hnatiienko Vitaliy Snytyuk, Nataliia Tmienova, Oleksii Ivanchenko, Yevhen Patkin

### Sections 2. Cyberspace Protection Technologies

- Stateful Cluster Leader Failover Models and Methods Based on Replica State Discovery Protocol 120-140
  Serhii Toliupa, Maksym Kotov, Serhii Buchyk, Juliy Boiko, Serhii Shtanenko
- Critical Infrastructure Objects Protection with Focused Radiation in the Terahertz Frequency Band 141-157
  Volodymyr Nakonechnyi, Volodymyr Saiko, Oleksandr Pliushch, Mykola Brailovskyi, Andrii Kulko
- A New Extended Strategy of Processing of Statistical Testing Results 158-167
  Lyudmila Kovalchuk, Hanna Nelasa, Mariia Rodinko, Oleksii Bespalov
- Study of The Adaptive Method of Approximation of Experimental Data 168-178
  Oleksandr Laptiev, Vladimir Matvienko, Volodymyr Pichkur, Dmytro Cherniy, Yuriy Shcheblanin
- Improving The Method of Detecting Insider Attacks on the Organization's Information Resources 179-189
  Vitalii Savchenko, Valeriia Savchenko, Roman Vozniak, Oleksandr Sampir
- Enhancing Intrusion Detection in Organizational Information Systems Through AI-Powered Traffic Analysis 190-203
  Valentyn Sobchuk, Serhii Gakhov, Yevhen Smoliev, Halyna Haidur

### Short Papers

- Quantitative Analysis of Propagandistic Narratives in Large Text Corpses Using Machine Learning Methods 204-212
  Illia Dagil, Iryna Vergunova, Yaroslav Tereshchenko

2025-02-17: submitted by Vitaliy Snytyuk, metadata incl. bibliographic data published under Creative Commons CC0
2025-03-02: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|