This document is the preface of the 7th International Workshop on Modern Machine Learning Technologies (MoMLeT-2025), June, 14-15, 2025, held in Lviv-Shatsk, Ukraine (https://momlet.in.ua/). The main purpose of the MoMLeT Workshop is providing a forum for researchers to discuss models for machine learning, multicriteria decision analysis and multi-objective optimization, and their reallife applications.
Regression analysis; Deep learning;
Multi-objective Optimization; Group Decision Making; Multi-attribute Utility or Value Theory; Behavioral Issues in Decision Making; Preference Modelling;
Applications of MCDM and Optimization.
The language of Modern Machine Learning Technologies Workshop is English.
The Modern Machine Learning Technologies Workshop took the form of oral presentation by peer-reviewed individual papers. The papers were distributed among 32 external reviewers from The Netherlands, Finland, Germany, France, United Kingdom, China, Austria, Czech Republic, Portugal, India, Poland and Ukraine.
This year Organizing Committee received 60 submissions, out of which 28 were accepted for presentation as a regular paper. These papers and extended abstracts were published in the 7th International Workshop on Modern Machine Learning Technologies (MoMLeT 2025) proceedings.
The Modern Machine Learning Technologies Workshop would not have been possible without the support of many people. First of all, we would like to thank all the authors who submitted papers to Modern Machine Learning Technologies Workshop and thus demonstrated their interest in the research problems within our scope. We are very grateful to the members of our Program Committee for providing timely and thorough reviews and, also, for being cooperative in doing additional review work. We would like to thank the Organizing Committee of the workshop whose devotion and efficiency made this instance of Modern Machine Learning Technologies Workshop a very interesting and effective scientific forum. We would like to thank Modern Machine Learning Technologies Workshop Chairs, as well as Program Committee and all Reviewers, for their diligence in selecting the papers and ensuring their high scientific quality.
The Modern Machine Learning Technologies Workshop was carried out with the grant support of the National Research Fund of Ukraine, "Information system development for automatic detection of misinformation sources and inauthentic behaviour of chat users", project registration number 33/0012 from 3/03/2025 (2023.04/0012). Also, we would like to thank the reviewers for their precise and concise recommendations that improved the presentation of the results obtained.
Vasyl Lytvyn, Lviv Polytechnic National University, Ukraine Victoria Vysotska, Osnabrück University, Germany
Dmytro Dosyn, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Lyubomyr Chyrun, Ivan Franko National University of Lviv, Ukraine Mariia Nazarkevych, Ivan Franko National University of Lviv, Ukraine Olga Lozynska, Lviv Polytechnic National University, Ukraine Oksana Markiv, Lviv Polytechnic National University, Ukraine
Vasyl Lytvyn, Lviv Polytechnic National University, Ukraine Dmytro Dosyn, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Mariia Nazarkevych, Ivan Franko National University of Lviv, Ukraine Olga Lozynska, Lviv Polytechnic National University, Ukraine Oksana Markiv, Lviv Polytechnic National University, Ukraine
Michael Emmerich, Leiden Institute of Advanced Computer Science, Leiden University, The Netherlands
Victoria Vysotska, Osnabrück University, Germany Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Lyubomyr Chyrun, Ivan Franko National University of Lviv, Ukraine
Mariia Nazarkevych, Ivan Franko National University of Lviv, Ukraine
Dmytro Dosyn, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Mariia Nazarkevych, Ivan Franko National University of Lviv, Ukraine Serhii Vladov, Kharkiv National University of Internal Affairs, Ukraine Rostyslav Fedchuk, Lviv Polytechnic National University, Ukraine
Iryna Shakleina, Lviv Polytechnic National University, Ukraine Olga Lozynska, Lviv Polytechnic National University, Ukraine Oksana Markiv, Lviv Polytechnic National University, Ukraine
Yuriy Ryshkovets, Lviv Polytechnic National University, Ukraine Vitalii Danylyk, Lviv Polytechnic National University, Ukraine Roman Romanchuk, Lviv Polytechnic National University, Ukraine Rostyslav Fedchuk, Lviv Polytechnic National University, Ukraine Roman Lynnyk, Lviv Polytechnic National University, Ukraine
Dmytro Dosyn, Lviv Polytechnic National University, Ukraine Vasyl Lytvyn, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine
Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Lyubomyr Chyrun, Ivan Franko National University of Lviv, Ukraine Iryna Shakleina, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Iryna Shakleina, Lviv Polytechnic National University, Ukraine Yuriy Ryshkovets, Lviv Polytechnic National University, Ukraine
MAIN MoDaST Doctoral Consortium André Deutz, Leiden University, The Netherlands Boris Naujoks, TH Cologne, Germany Dmytro Peleshko, GeoGuard, Vancouver, British Columbia Fabio Caraffini, Swansea University, UK Iryna Yevseyeva, De Montfort University, Leicester, UK Jun Su, Hubei University of Technology, China Kaifeng Yang, University of Applied Sciences Upper Austria Klaus ten Hagen, University of Applied Science Zittau/Goerlitz, Germany Lyubomyr Chyrun, Ivan Franko National University of Lviv
Michael Emmerich, Leiden Institute of Advanced Computer Science, Leiden University, The Netherlands
Myroslava Bublyk, Lviv Polytechnic National University, Ukraine Natalia Grabar, CNRS UMR 8163 STL, France Olena Vynokurova, GeoGuard, Vancouver, British Columbia Sergii Babichev, Jan Evangelista Purkinje University in Usti nad Labem, Czech Republic Silakari Sanjay, Rajiv Gandhi Technical University, India Thierry Hamon, LIMSI-CNRS & Université Paris 13, France Vasyl Lytvyn, Lviv Polytechnic National University, Ukraine Vasyl Teslyuk, Lviv Polytechnic National University, Ukraine Victoria Vysotska, Lviv Polytechnic National University, Ukraine Vitor Basto-Fernandes, ISCTE-IUL, Lisbon, Portugal
Ying He, De Montfort University, Leicester, UK
Dmytro Dosyn, Lviv Polytechnic National University, Ukraine Mykhailo Luchkevych, Lviv Polytechnic National University, Ukraine Iryna Shakleina, Lviv Polytechnic National University, Ukraine Mariia Nazarkevych, Ivan Franko National University of Lviv, Ukraine Lyubomyr Chyrun, Ivan Franko National University of Lviv, Ukraine Serhii Vladov, Kharkiv National University of Internal Affairs, Ukraine Olga Lozynska, Lviv Polytechnic National University, Ukraine Oksana Markiv, Lviv Polytechnic National University, Ukraine Roksana Torska, Lviv Polytechnic National University, Ukraine Vitalii Danylyk, Lviv Polytechnic National University, Ukraine Roman Romanchuk, Lviv Polytechnic National University, Ukraine Rostyslav Fedchuk, Lviv Polytechnic National University, Ukraine Roman Lynnyk, Lviv Polytechnic National University, Ukraine Andriy Demchuk, Lviv Polytechnic National University, Ukraine Anna Synko, Lviv Polytechnic National University, Ukraine Irina Pelekh, Lviv Polytechnic National University, Ukraine Oksana Oborska, Lviv Polytechnic National University, Ukraine Yuriy Ryshkovets, Lviv Polytechnic National University, Ukraine Khrystyna Mykich, Lviv Polytechnic National University, Ukraine Tetiana Shestakevych, Lviv Polytechnic National University, Ukraine Liliya Chyrun, Lviv Polytechnic National University, Ukraine Vasyl Andrunyk, Lviv Polytechnic National University, Ukraine