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<span class="CEURVOLNR">Vol-3983</span> <br>
<span class="CEURURN">urn:nbn:de:0074-3983-X</span>
<p class="unobtrusive copyright" style="text-align: justify">Copyright &copy; 2024 for 
the individual papers by the papers' authors. 
Copyright &copy; <span class="CEURPUBYEAR">2024</span> 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
<A HREF="https://creativecommons.org/licenses/by/4.0/">(CC BY 4.0)</A>.</p>
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<img src="colins_logo.png" width="180" alt="CoLInS 2025">

<br><br><br>

<h1><a href="https://colins.in.ua/"><span class="CEURVOLACRONYM">ISW-CoLInS 2025</span></a><br>
<span class="CEURVOLTITLE">Intelligent Systems Workshop at CoLInS 2025</span></h1>
<br>

<h3>
<span class="CEURFULLTITLE">Proceedings of the Intelligent Systems Workshop at 9th International Conference on Computational Linguistics and Intelligent Systems (CoLInS-2025) </span><br>

<!-- co-located with <span class="CEURCOLOCATED">NONE</span> -->
</h3>
<h3><span class="CEURLOCTIME">Kharkiv, Ukraine, May 15-16, 2025</span>.</h3>
<br>
<b> Edited by </b>
<p>
</p>
<h3>
	<span class="CEURVOLEDITOR">Olga Cherednichenko</span>*<br>
	<span class="CEURVOLEDITOR">Vasyl Lytvyn</span>**<br>
	<span class="CEURVOLEDITOR">Victoria Vysotska</span>***<br>
	<span class="CEURVOLEDITOR">Agnieszka Kowalska-Stychen</span>****<br>
	<span class="CEURVOLEDITOR">Yevgeniy Bodyanskiy</span>*****<br>

    	
</h3>

* <a href="https://www.vsemba.sk/en/">Bratislava University of Economics and Management</a>, Slovak Republic<br>
** <a href="http://lpnu.ua/en">Lviv Polytechnic National University</a>, Ukraine<br>
*** <a href="https://www.uni-osnabrueck.de/en/">Osnabr&uuml;ck University</a>, Germany<br>
**** <a href="https://www.polsl.pl/en/">Silesian University of Technology</a>, Poland<br>
***** <a href="https://nure.ua/en/">Kharkiv National University of Radio Electronics</a>, Ukraine<br>

<br>

<hr>

<br><br><br>

<div class="CEURTOC">
<h2> Table of Contents </h2>

    <ul>

        <li id="preface">
            <A href="preface.pdf">Cover and Preface</A><BR>Summary: There were 58 papers submitted for peer-review to this workshop. Out of these, 19 papers were accepted for this volume, 20 as regular papers and 0 as short papers.<BR><BR>
        </li>
                
        <li id="paper1"><a href="paper1.pdf">
            <span class="CEURTITLE">A modular approach to enhancing safety in text-to-image diffusion models via targeted LoRA fine-tuning</span></a>
            <span class="CEURPAGES">1-11</span> <br>
            <span class="CEURAUTHOR">Maksym Kizitskyi</span>,
            <span class="CEURAUTHOR">Oleksii Turuta</span>
        </li>

        <li id="paper2"><a href="paper2.pdf">
            <span class="CEURTITLE">The analysis of the impact of news sentiment on the dynamics of energy resource imports and exports in Ukraine during the full-scale war</span></a>
            <span class="CEURPAGES">12-27</span> <br>
            <span class="CEURAUTHOR">Nina Khairova</span>,
            <span class="CEURAUTHOR">Nataliia Sharonova</span>,
            <span class="CEURAUTHOR">Nadiia Babkova</span>,
            <span class="CEURAUTHOR">Yehor Holyk</span>,
            <span class="CEURAUTHOR">Dmytro Sytnikov</span>
        </li>

        <li id="paper3"><a href="paper3.pdf">
            <span class="CEURTITLE">The information-differentiated loss function for speech feature clustering in a low-resource environment</span></a>
            <span class="CEURPAGES">28-47</span> <br>
            <span class="CEURAUTHOR">Viacheslav Kovtun</span>,
            <span class="CEURAUTHOR">Victoria Vysotska</span>,
            <span class="CEURAUTHOR">Oksana Kovtun</span>
        </li>
		
        <li id="paper4"><a href="paper4.pdf">
            <span class="CEURTITLE">Adaptive neo-fuzzy bagging metamodel and its fast learning</span></a>
            <span class="CEURPAGES">48-58</span> <br>
            <span class="CEURAUTHOR">Yevgeniy Bodyanskiy</span>,
            <span class="CEURAUTHOR">Ivan Izonin</span>,
            <span class="CEURAUTHOR">Iryna Pliss</span>,
            <span class="CEURAUTHOR">Olha Chala</span>,
            <span class="CEURAUTHOR">Sergiy Popov</span>
        </li>

        <li id="paper5"><a href="paper5.pdf">
            <span class="CEURTITLE">Methods for generating recommendations based on user preferences and video game characteristics</span></a>
            <span class="CEURPAGES">59-79</span> <br>
            <span class="CEURAUTHOR">Oleh Veres</span>,
            <span class="CEURAUTHOR">Pavlo Ilchuk</span>,
            <span class="CEURAUTHOR">Olha Kots</span>,
            <span class="CEURAUTHOR">Yurii Veres</span>
        </li>

        <li id="paper6"><a href="paper6.pdf">
            <span class="CEURTITLE">AI Agent for conversational Q&A over SaaS codebase using large language models</span></a>
            <span class="CEURPAGES">80-92</span> <br>
            <span class="CEURAUTHOR">Olga Cherednichenko</span>,
            <span class="CEURAUTHOR">Dmytro Sytnikov</span>,
            <span class="CEURAUTHOR">Nazarii Romankiv</span>,
            <span class="CEURAUTHOR">Nataliia Sharonova</span>,
            <span class="CEURAUTHOR">Polina Sytnikova</span>
        </li>
		
        <li id="paper7"><a href="paper7.pdf">
            <span class="CEURTITLE">Multithreshold neurons with smoothed activation functions</span></a>
            <span class="CEURPAGES">93-102</span> <br>
            <span class="CEURAUTHOR">Vladyslav Kotsovsky</span>
        </li>

        <li id="paper8"><a href="paper8.pdf">
            <span class="CEURTITLE">Deep learning-based segmentation of multi-temporal satellite imagery for flood detection</span></a>
            <span class="CEURPAGES">103-114</span> <br>
            <span class="CEURAUTHOR">Vita Kashtan</span>,
            <span class="CEURAUTHOR">Volodymyr Hnatushenko</span>
        </li>

        <li id="paper9"><a href="paper9.pdf">
            <span class="CEURTITLE">Intelligent system for reconfiguring the redundant structure of ship actuators without disturbance</span></a>
            <span class="CEURPAGES">115-126</span> <br>
            <span class="CEURAUTHOR">Serhii Zinchenko</span>,
            <span class="CEURAUTHOR">Oleh Tovstokoryi</span>,
            <span class="CEURAUTHOR">Vitaliy Kobets</span>,
            <span class="CEURAUTHOR">Kostiantyn Kyrychenko</span>
        </li>		
		
        <li id="paper10"><a href="paper10.pdf">
            <span class="CEURTITLE">Intelligent UAV-UGV-SN-based system for monitoring and preventing forest fires</span></a>
            <span class="CEURPAGES">127-141</span> <br>            
            <span class="CEURAUTHOR">Dmytro Korniienko</span>,
            <span class="CEURAUTHOR">Vyacheslav Kharchenko</span>
        </li>

        <li id="paper11"><a href="paper11.pdf">
            <span class="CEURTITLE">Comparative analysis of activation functions in U-Net for binary water segmentation using Sentinel-2 imagery</span></a>
            <span class="CEURPAGES">142-152</span> <br>
            <span class="CEURAUTHOR">Pavlo Kundenko</span>,
            <span class="CEURAUTHOR">Viktoria Hnatushenko</span>,
            <span class="CEURAUTHOR">Vladyslav Tsaryk</span>,
            <span class="CEURAUTHOR">Iryna Dmytriieva</span>
        </li>

        <li id="paper12"><a href="paper12.pdf">
            <span class="CEURTITLE">Improving the architecture of a two-level heterogeneous ensemble for solving machine learning problems</span></a>
            <span class="CEURPAGES">153-165</span> <br>
            <span class="CEURAUTHOR">Irina Kalinina</span>,
            <span class="CEURAUTHOR">Aleksandr Gozhyj</span>,
            <span class="CEURAUTHOR">Victor Gozhyi</span>,
            <span class="CEURAUTHOR">Sergii Shiyan</span>
        </li>		
		
        <li id="paper13"><a href="paper13.pdf">
            <span class="CEURTITLE">Binary data compression using combinations of entropy and dictionary encoding algorithms</span></a>
            <span class="CEURPAGES">166-178</span> <br>
            <span class="CEURAUTHOR">Oleksii Turuta</span>,
            <span class="CEURAUTHOR">Nataliia Golian</span>,
            <span class="CEURAUTHOR">Vira Golian</span>,
            <span class="CEURAUTHOR">Iryna Afanasieva</span>,
            <span class="CEURAUTHOR">Kostiantyn Onyshchenko</span>,
            <span class="CEURAUTHOR">Sviatoslav Mychka</span>
        </li>

        <li id="paper14"><a href="paper14.pdf">
            <span class="CEURTITLE">Intelligent information technology for business process model quality and error volume assessment</span></a>
            <span class="CEURPAGES">179-195</span> <br>
            <span class="CEURAUTHOR">Olha Yanholenko</span>,
            <span class="CEURAUTHOR">Andrii Kopp</span>,
            <span class="CEURAUTHOR">Mykhailo Godlevskyi</span>,
            <span class="CEURAUTHOR">Dmytro Orlovskyi</span>
        </li>

        <li id="paper15"><a href="paper15.pdf">
            <span class="CEURTITLE">Aircraft detection in aerial imagery based on YOLO architectures</span></a>
            <span class="CEURPAGES">196-208</span> <br>
            <span class="CEURAUTHOR">Vita Kashtan</span>,
            <span class="CEURAUTHOR">Yevhen Radionov</span>,
            <span class="CEURAUTHOR">Volodymyr Hnatushenko</span>
        </li>

        <li id="paper16"><a href="paper16.pdf">
            <span class="CEURTITLE">Electricity consumption forecasting in smart homes with LSTM networks</span></a>
            <span class="CEURPAGES">209-218</span> <br>
            <span class="CEURAUTHOR">Vasyl Teslyuk</span>,
            <span class="CEURAUTHOR">Iryna Gado</span>,
            <span class="CEURAUTHOR">Oleh Vatuliak</span>,
            <span class="CEURAUTHOR">Ivan Tepliakov</span>
        </li>

        <li id="paper17"><a href="paper17.pdf">
            <span class="CEURTITLE">K-means clustering method in organizing passenger transportation in a smart city</span></a>
            <span class="CEURPAGES">219-240</span> <br>
            <span class="CEURAUTHOR">Yurii Matseliukh</span>,
            <span class="CEURAUTHOR">Vasyl Lytvyn</span>,
            <span class="CEURAUTHOR">Myroslava Bublyk</span>
        </li>        

        <li id="paper18"><a href="paper18.pdf">
            <span class="CEURTITLE">Intelligent system of invariant interactions automorphisms of the theory of symmetry for innovative transformations of a tourism product under extreme environmental influences</span></a>
            <span class="CEURPAGES">241-256</span> <br>
            <span class="CEURAUTHOR">Marharyta Sharko</span>,
            <span class="CEURAUTHOR">Olga Gonchar</span>,
            <span class="CEURAUTHOR">Natalia Petrushenko</span>,
            <span class="CEURAUTHOR">Nataliya Boretska</span>,
            <span class="CEURAUTHOR">Galina Krapivina</span>,
            <span class="CEURAUTHOR">Valentyna Burak</span>,
            <span class="CEURAUTHOR">Katerina Fokina-Mezentseva</span>
        </li>

        <li id="paper19"><a href="paper19.pdf">
            <span class="CEURTITLE">Intelligent systems of optimisation maritime transport development management under conditions of multicriteria and uncertainty of input information</span></a>
            <span class="CEURPAGES">257-267</span> <br>
            <span class="CEURAUTHOR">Oleksandr Sharko</span>,
            <span class="CEURAUTHOR">Dmitry Stepanchikov</span>,
            <span class="CEURAUTHOR">Artem Sharko</span>,
            <span class="CEURAUTHOR">Petro Movchan</span>
        </li>


		
    </ul>


</div>

<hr>
<span class="unobtrusive">
2025-06-17: submitted by Victoria Vysotska,
            metadata incl. bibliographic data published under <a href="http://creativecommons.org/publicdomain/zero/1.0/">Creative Commons CC0</a><br>
<span class="CEURPUBDATE">2025-06-25</span>: published on CEUR-WS.org 
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