| Vol-3664 urn:nbn:de:0074-3664-1 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).

# MLW-CoLInS 2024
Machine Learning Workshop at CoLInS 2024

### Proceedings of the 8th International Conference on Computational Linguistics and Intelligent Systems. Volume I: Machine Learning Workshop

### Lviv, Ukraine, April 12-13, 2024.

Edited by

### Vasyl Lytvyn*
Agnieszka Kowalska-Styczen**
Victoria Vysotska***

* Lviv Polytechnic National University, Ukraine
** Silesian University of Technology, Poland
*** Osnabrück University, Germany

## Table of Contents

- Cover and Preface
  Summary: There were 45 papers submitted for peer-review to Machine Learning Workshop 2024. Out of these, 24 papers were accepted for this volume.
- Organization and Committees
- Organizers and Partners
- Online Image Segmentation using Сredibilistic Fuzzy Clustering 1-10
  Yevgeniy Bodyanskiy, Alina Shafronenko, Diana Rudenko, Anton Pоlubiekhin, Dmytro Frolov
- Intellectual Classification method of Gymnastic Elements Based on Combinations of Descriptive and Generative Approache 11-23
  Oleksii Smirnov, Eugene Fedorov, Anastasiia Neskorodieva, Tetiana Neskorodieva
- Influence of the Number of Neighbours on the Clustering Metric by Oscillatory Chaotic Neural Network with Dipole Synaptic Connections 24-34
  Vasyl Lytvyn, Dmytro Dudyk, Ivan Peleshchak, Roman Peleshchak, Petro Pukach
- A Vector Error Correction Model Approach to Analyze the Causality Among SME Export-Import Activity and the Economic Development of EU Countries 35-47
  Roman Peleshchak, Bohdan Kyshakevych, Bohdan Demediuk, Yaroslav Kis, Oleh Peleshchak
- Monitoring State of Marine Plain Bearings Based on Exponential Degradation Model 48-58
  Artem Sharko, Oleksandr Sharko, Dmitro Stepanchikov, Artem Yanenko
- Intelligent System for Planning Treatment of Retinopathy with Laser Technology 59-69
  Georgiy Yaskov, Andrii Chuhai, Yelyzaveta Yaskova, Andrii Zhuravka
- Application of Machine Learning Methods for Forecasting Real Estate Value 70-93
  Oleh Veres, Pavlo Ilchuk, Olha Kots
- Detection of Similarity Between Images Based on Contrastive Language-Image Pre-Training Neural Network 94-104
  Vasyl Lytvyn, Roman Peleshchak, Ihor Rishnyak, Bohdan Kopach, Yuriy Gal
- Neuro-Fuzzy Methods for Detecting Sensor Failures in Helicopters Turboshaft Engines 105-123
  Victoria Vysotska, Serhii Vladov, Ruslan Yakovliev, Alexey Yurko, Andrii Voronin
- Semantic-based Clustering for Education-Science-Business Interaction Bibliometric Analysis 124-140
  Oleksii Gorokhovatskyi, Nataliya Vnukova, Viktoriia Ostapenko, Viktoriia Tyschenko
- Integrated Geospatial Analysis for Rural Development Metrics 141-160
  Nataliia Kussul, Vlada Svirsh, Bohdan Potuzhnyi
- Fast Color Images Clustering for Real-Time Computer Vision and AI System 161-177
  Victoria Vysotska, Kirill Smelyakov, Nataliia Sharonova, Eugen Vakulik, Oleksii Filipov, Ruslan Kotelnykov
- Automated Data Mining of the Single Objects from Blurred Astronomical CCD Frames Using the Lucy-Richardson Deconvolution 178-191
  Sergii Khlamov, Vadym Savanevych, Vladimir Vlasenko, Emil Hadzhyiev
- Classification of Dynamic Objects Using a Multilayer Perceptron 192-203
  Ivan Peleshchak, Diana Koshtura, Mykhailo Luchkevych, Volodymyr Tymchuk
- Predicting Protein Subcellular Localization of E. coli Bacteria Using Machine Learning Classifiers 204-214
  Mamata Das
- Implementation of Neuro-like Network Defuzzifier for Mobile Platform Motion Control System 215-231
  Vasyl Teslyuk, Ivan Tsmots, Roman Tkachenko, Pavlo Tkachenko, Vasyl Rabyk, Yurii Opotyak, Oleksandr Oliinyk
- Multilayer Neural Network Training Error when AMSGrad, Adam, AdamMax Methods Used 232-254
  Bohdan Melnyk, Serhiy Sveleba, Ivan Katerynchuk, Ivan Kuno, Volodymyr Franiv
- Research of Methods for Image Sharpness Evaluation in Photos of People 255-272
  Victoria Vysotska, Nataliia Sharonova, Mariya Shirokopetleva, Oleksandr Dolhanenko, Anastasiya Chupryna, Serhii Smelyakov
- The Concept of Efficient Utilization of the Uplink Frequency Resource of a Smart Factory 5G Cluster by IIoT Devices 273-283
  Viacheslav Kovtun, Oksana Kovtun
- Forecasting the Dynamics of Cryptocurrency Rates Based on Logistic Regression 284-295
  Abdel-Badeeh M. Salem, Rostyslav Yurynets, Zoryna Yurynets, Grzegorz Konieczny, Paulina Kolisnichenko
- Harnessing the Advantages of Binary Networks for Neural-Symbolic Computing 296-315
  Nataliia Kunanets, Yuriy Shcherbyna, Volodymyr Karpiv
- Models and Technologies for Autoscaling Based on Machine Learning for Microservices Architecture 316-330
  Serhiy Semerikov, Dmytro Zubov, Andrey Kupin, Maxim Kosei, Vladyslav Holiver
- Generalizing Machine Learning Evaluation through the Integration of Shannon Entropy and Rough Set Theory 331-341
  Olga Cherednichenko, Dmytro Chernyshov, Dmytro Sytnikov, Polina Sytnikova
- Intelligent Methods of Secure Routing in Software-Defined Networks 342-351
  Olga Cherednichenko, Nataliia Sharonova, Ganna Pliekhova, Nadiia Babkova

2024-04-15: submitted by Victoria Vysotska, metadata incl. bibliographic data published under Creative Commons CC0
2024-04-16: published on CEUR-WS.org |valid HTML5|