| Vol-3387 urn:nbn:de:0074-3387-8 Copyright © 2023 for the individual papers by the papers' authors. Copyright © 2023 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).

# CoLInS 2023
Computational Linguistics and Intelligent Systems 2023

### Proceedings of the 7th International Conference on Computational Linguistics and Intelligent Systems. Volume I: Machine Learning Workshop

### Kharkiv, Ukraine, April 20-21, 2023.

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 59 papers submitted for peer-review to Machine Learning Workshop 2023. Out of these, 27 papers were accepted for this volume.
- Organization and Committees
- Organizers and Partners
- CLIPTraVeLGAN for Semantically Robust Unpaired Image Translation 1-12
  Yevgeniy Bodyanskiy, Nataliya Ryabova, Roman Lavrynenko
- Comparison of Object Detection Algorithms for the Task of Detecting Possible Road Accident 13-28
  Oleksandr Byzkrovnyi, Anastasiya Chupryna, Kirill Smelyakov, Natalia Sharonova, Vadim Repikhov
- CN-Unet: A Robust Network Based on Deep Convolution for Medical Image Segmentation 29-39
  Wei Liu, Junwei Li, Zhiwei Ye, Orest Kochan
- Research on Traffic Flow Prediction Based on ISMA-CNN-GRU Model 40-50
  Huihui Tian, Jun Su, Orest Kochan
- CNN Based Predictive Maintanance of Generalized Rotational Equipment 51-62
  Оleg Rudenko, Oleksandr Bezsonov, Andrzej Szajna, Stanislav Piskunov
- Identification of Objects on Satellite Images Using the Image Texture Properties 63-76
  Volodymyr Hnatushenko, Yana Shedlovska, Igor Shedlovsky, Vyacheslav Gorev
- Analysis of the Effectiveness of Using Machine Learning Algorithms to Make Hiring Decisions 77-92
  Kirill Smelyakov, Yuliia Hurova, Serhii Osiievskyi
- Low-illumination Image Enhancement Method Based on Adaptive MSRCR Algorithm 93-102
  Xiongwei Ning, Jun Su, Orest Kochan
- Clustering Methods Analysis for Terrain Colors Characteristics Determination 103-116
  Sergiy Tsybulia, Oleksandr Lavrut, Vasyl Lytvyn, Tetiana Lavrut, Mariya Nazarkevych, Victoria Vysotska
- Building Quantile Regression Models for Predicting Traffic Flow 117-132
  Kirill Smelyakov, Olha Klochko, Zoia Dudar
- Research on Virtual Monitoring Method Based on Digital Twin Smart Factory 133-145
  Ze Wang, Yong OuYang, Orest Kochan
- Synthetic Dataset Generation for Efficient Neural Network Training 146-159
  Оleg Rudenko, Oleksandr Bezsonov, Kateryna Vashchenko, Sofiia Rutska
- Modified Neural Network Fault-Tolerant Closed Onboard Helicopters Turboshaft Engines Automatic Control System 160-179
  Serhii Vladov, Yurii Shmelov, Ruslan Yakovliev, Maryna Petchenko
- Online Communication Simulating Spaces for Teaching Effective Foreign Language Communication 180-201
  Antonina Badan, Nataliia Onishchenko, Oleksii Zeniakin, Olha Yanholenko
- An Application for Hearing Impaired that Understands Signal Language from Hand Gestures 202-211
  Muhammed Dogan, Berker Uysal, Pinar Kirci
- Hybrid 4-Layer Bithreshold Neural Network for Multiclass Classification 212-223
  Vladyslav Kotsovsky
- A Method for Investigating Links between Discrete Data Features in Knowledge Bases in the Form of Predicate Equations 224-235
  Oleksandr Karataiev, Dmytro Sitnikov, Nataliia Sharonova
- Selection of Artificial Neural Networks for Disease Prediction 236-248
  Iryna Kyrychenko, Oleksii Nazarov, Nural Huliiev, Oleksii Avdieiev
- W2V-SA: A Deep Neural Network-based Approach to Smart Contract Vulnerability Detection 249-262
  Zhigang Xu, Chaojun Li, Hongmu Han, Xinhua Dong, Zhiqiang Zheng, Haitao Wang, Jiaxi Zhang, Xingxing Chen, Orest Kochan
- Assessment of the Level of Information Provision to Residents of Territorial Communities about the Activity of Local Government Bodies in the Era of Digitalization 263-273
  Maryana Gvozd, Oleg Sorochak, Kateryna Protsak, Yaroslav Kis
- Neural Networks for Financial Stability of Economic System 274-288
  Viktoriia Tyschenko, Nataliya Vnukova, Viktoriia Ostapenko, Serhii Kanyhin
- Assessing Flexibility of Organizations for Strategic Development of Agricultural Business Projects 289-299
  Rostyslav Yurynets, Zoryna Yurynets, Joachim Becker, Oleksandra Kryven
- An Adaptive Approach to Detecting Fake News Based on Generalized Text Features 300-310
  Andrii Shupta, Olexander Barmak, Adam Wierzbicki, Tetiana Skrypnyk
- Technology of Fake News Recognition Based on Machine Learning Methods 311-330
  Andrii Mykytiuk, Victoria Vysotska, Oksana Markiv, Lyubomyr Chyrun, Yaroslav Pelekh
- Intelligent Methods and Models for Assessing Level of Student Adaptation to Online Learning 331-343
  Vasyl Teslyuk, Anastasiya Doroshenko, Dmytro Savchuk
- Method for Sentiment Analysis of Ukrainian-Language Reviews in E-Commerce Using RoBERTa Neural Network 344-356
  Olha Zalutska, Maryna Molchanova, Olena Sobko, Olexander Mazurets, Oleksandr Pasichnyk, Olexander Barmak, Iurii Krak
- Technology of Ukrainian-English Machine Translation Based on Recursive Neural Network as LSTM 357-370
  Myroslav Konyk, Victoria Vysotska, Svitlana Goloshchuk, Roman Holoshchuk, Sofia Chyrun, Ihor Budz

2023-04-24: submitted by Victoria Vysotska, metadata incl. bibliographic data published under Creative Commons CC0
2023-05-05: published on CEUR-WS.org |valid HTML5|