| Vol-3777 urn:nbn:de:0074-3777-8 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).

# ProfIT AI 2024
4th International Workshop of IT-professionals on Artificial Intelligence 2024

### Proceedings of the 4th International Workshop of IT-professionals on Artificial Intelligence (ProfIT AI 2024) 2024

### Cambridge, MA, USA, September 25-27, 2024.

Edited by

### Dmytro Chumachenko *
Polina Golland **
Sergiy Yakovlev ***

* National Aerospace University "Kharkiv Aviation Institute", Ukraine
** Massachusetts Institute of Technology, USA
*** Lodz University of Technology, Poland

## Table of Contents

- Preface
  Summary: There were 111 papers submitted for peer-review to this workshop. Out of these, 39 papers were accepted for this volume, 26 as regular papers and 13 as short papers.

### Section 1. Computer Vision

- Semi-Supervised European Forest Types Mapping using High-Fidelity Satellite Data 1-15
  Bohdan Yailymov, Hanna Yailymova, Nataliia Kussul, Andrii Shelestov
- Efficient Small and Overlapping Target Detection in Underwater Images 16-29
  Victor Sineglazov, Mykhailo Savchenko, Volodymyr Lytvynenko
- Microphone Array Spectral Mask Using Artificial Neural Network for Enhancing Minimum Variance Distortionless Response Beamformer 30-39
  QuanTrong The
- Intelligent Hyperspectral Image Processing for Landmine Detection and Classification 40-51
  Viktor Sineglazov, Kyrylo Lesohorskyi, Volodymyr Lytvynenko
- Weighted Shifted S-shaped Activation Functions 52-66
  Sergiy Popov, Dmytro Pikhulya
- TU-Net: Transformer based U-Net for left ventricle MRI segmentation 67-74
  Amit Pandey, Akansha Singh, Ajith Abraham, Krishna Kant Singh

### Section 2. Natural Language Processing

- Benchmarking Conversation Routing in Chatbot Systems Based on Large Language Models 75-86
  Daniil Maksymenko, Danylo Kryvoshein, Olena Turuta, Dmytro Kazakov, Oleksii Turuta
- The Impact of Stopwords Removal on Disinformation Detection in Ukrainian language during Russian-Ukrainian war 87-101
  Halyna Padalko, Vasyl Chomko, Dmytro Chumachenko
- Estimation and Visualization of Webcam Eye Tracking for Text Reading 102-110
  Anastasiia Grynenko, Olena Turuta, Ruslan Kasheparov, Olga Kalynychenko, Oleksii Turuta
- Development of an Intelligent Search Engine using GPT model for GrantsForScience platform 111-119
  Oleksandr M. Khimich, Serhii V. Yershov, Elena A. Nikolaevskaya, Pavlo S. Yershov
- Artificial Intelligence-Driven Text-to-Tactile Graphics Generation for Visual Impaired People 120-127
  Yehor Dzhurynskyi, Volodymyr Mayik, Lyudmyla Mayik
- Russo-Ukrainian War Disinformation Detection in Suspicious Telegram Channels 128-136
  Anton Bazdyrev

### Section 3. Intelligent Methods in Healthcare

- The COVID-19 Pandemic Dynamics and Incomes 137-149
  Igor Nesteruk, Oleksii Rodionov
- Parallel Optimization of Dimensionality Reduction Methods for Disease Prediction: PCA and LDA with Dask-ML 150-161
  Lesia Mochurad, Liliana Mirchuk, Anastasiia Veretilnyk
- A Distributed Classification Method for Real-time Healthcare Data Processing 162-174
  Vladislav Kaverinskiy, Oleksandr Palagin, Kyrylo Malakhov
- Multicriteria Linear Assignment Problem in Healthcare Improvement 175-184
  Oksana Pichugina, Lyudmyla Kirichenko, Yurii Skob
- Explainable Artificial Intelligence: Transitioning DL Model Decisions to User-Understandable Features in Healthcare 185-199
  Pavlo Radiuk, Oleksander Barmak, Eduard Manziuk, Iurii Krak
- Mathematical Simulations of the Pertussis Epidemic in England 200-209
  Igor Nesteruk
- Using of Ellipsoid Method and Linear Regression with L1-Regularization for Medical Data Investigation 210-221
  Petro Stetsyuk, Viktor Stovba, Ivan Senko, Illya Chaikovsky
- Uncertainty Estimation Method for Determining Bone Density in Patients with Infiltrating Intraductal Carcinoma Undergoing Anti-Cancer Therapy 222-228
  Viktor Reshetnik, Irina Muryzina, Marcus Frohme, Victoriia Alekseeva, Alla Dzyza, Alina Nechyporenko
- Simulation of Influenza Dynamics in Kharkiv Oblast (Ukraine) using ARIMA Model 229-237
  Mykola Butkevych, Dmytro Chumachenko
- Evaluation of Bone Radiodensity in Smokers 238-244
  Alina Nechyporenko, Viktor Reshetnik, Marcus Frohme, Victoriia Alekseeva, Andrii Lupyr, Vitaliy Gargin

### Section 4. Intelligent Systems

- Modelling Hydroecomonitoring of Surface Water in Ukraine Using Machine Learning 245-254
  Leonid Bytsyura, Anatoliy Sachenko, Taras Kapusta, Khrystyna Lipianina-Honcharenko, Ruslan Brukhanskyi
- Methodology for an Intelligent System Constructing for Modeling the Conduction of an Electrical Impulse in Nerve Axons 255-264
  Michael Z. Zgurovsky, Pavlo O. Kasyanov, Liudmyla B. Levenchuk, Vladyslav R. Novykov
- Intelligent Methods in Behavioral Studies on Animal Models 265-281
  Yevheniia Babenko, Volodymyr Romanov
- Mathematical Modeling of Pressure Effects from Hydrogen Explosion 282-299
  Yurii Skob, Oleksandr Khimich, Oksana Pichugina, Andrii Hulianytskyi, Oleksii Kartashov
- Development and Analysis of the Training Course "Organization of Databases" with AI 300-314
  Kyryl Korobchynskyi, Maksym Shapovalov, Viktoriia Seredenko
- Decision Support Algorithm in the Development of Information Sensitive Socially Oriented Systems 315-326
  Sergiy Yakovlev, Artem Khovrat, Volodymyr Kobziev, Dmytro Uzlov
- Innovative Architectural Development of Corporate Enterprise Administration Systems 327-337
  Volodymyr Opanasenko, Serhii Matvieishyn, Vladislav Kaverinskiy
- Numerical Simulation of Kinetic Processes in Thin-layer Electrochemiluminescent Light Emitting Cells 338-347
  Danylo Martynov, Yuriy Zholudov, Mykola Slipchenko Olena Slipchenko Kyrylo Korobchynskyi
- Development of Intelligent Nutrition Surveillance System with OpenAI API 348-360
  Vadym Yevtushenko, Kyrylo Rukkas, Tetyana Chumachenko
- Development and Implementation of Intelligent Programming Tool for Agile Transformation of Human Resource Management Processes 361-368
  Nataliia Dotsenko, Igor Chumachenko, Oleksandr Skachkov, Yuliia Husieva
- Fuzzy Online Bagging Using Adaptive F-transform 369-376
  Sergiy Popov, Iryna Pliss, Olexii Holovin, Oleh Zolotukhin, Larysa Chala
- Adaptive Piece-Wise Linear Squashing Activation Function for Deep Neural Networks 377-384
  Yevgeniy Bodyanskiy, Nonna Kulishova, Mykhailo Petrykin, Maxim Kulishov
- Using Models of Combinatorial Optimization Problem to Estimate the Parameters of an Intelligent System 385-391
  Liudmyla Koliechkina, Olena Dvirna

### Section 5. Artificial Intelligence Ethics, Policy and Governance

- Trustworthy AI Systems from Untrustworthy Components: Development von Neumann’s Paradigm using Principle of Diversity 392-404
  Vyacheslav Kharchenko, Oleg Odarushchenko
- Representation of Trustworthiness Components in AI Systems: A Formalized Approach Considering Interconnections and Overlap 405-417
  Eduard Manziuk, Oleksandr Barmak, Pavlo Radiuk, Vladislav Kuznetsov, Iurii Krak
- Towards Ontology-Related Support for Transdisciplinary Research 418-429
  Mykola Petrenko, Mykola Boyko, Sergii Kotlyk, Kyrylo Malakhov
- Handling Outliers in Swarm Algorithms: a Review 430-437
  Dmytro Uzlov, Yehor Havryliuk, Ivan Hushchyn, Volodymyr Strukov, Sergiy Yakovlev

2024-10-03: submitted by Dmytro Chumachenko, metadata incl. bibliographic data published under Creative Commons CC0
2024-10-05: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|