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<span class="CEURVOLNR">Vol-XXX</span> <br>
<span class="CEURURN">urn:nbn:de:0074-XXX-C</span>
<p class="unobtrusive copyright" style="text-align: justify">Copyright © 2024 for 
the individual papers by the papers' authors. 
Copyright © <span class="CEURPUBYEAR">2024</span> for the volume
as a collection by its editors.
This volume and its papers are published under the
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<img scr="LOGOProfITAI.png" alt="ProfIT AI 2024 logo" width="200" style="float:right">
<br><br><br>

<h1><a href="https://profitai.csail.mit.edu/"><span class="CEURVOLACRONYM">ProfIT AI 2024</span></a><br>
<span class="CEURVOLTITLE">4th International Workshop of IT-professionals on Artificial Intelligence 2024</span></h1>
<br>

<h3>
<span class="CEURFULLTITLE">Proceedings of the 4th International Workshop of IT-professionals on Artificial Intelligence (ProfIT AI 2024) 2024</span><br>
</h3>
<h3><span class="CEURLOCTIME">Cambridge, MA, USA, September 25-27, 2024</span>.</h3> 
<br>
<b> Edited by </b>
<p>

</p>
<p></p><h3>
   <span class="CEURVOLEDITOR">Dmytro Chumachenko</span></a> *<br>
   <span class="CEURVOLEDITOR">Polina Golland</span> **<br>
   <span class="CEURVOLEDITOR">Sergiy Yakovlev</span> ***<br>
</h3>

* <a href="https://khai.edu/en/">National Aerospace University "Kharkiv Aviation Institute"</a>,
   Ukraine<br>
** <a href="https://www.mit.edu/">Massachusetts Institute of Technology</a>,
   USA <br>
*** <a href="https://p.lodz.pl/en">Lodz University of Technology</a>,
   Poland <br>
  <br>

<hr>

<br><br><br>

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

<ul>
<li id="preface">
<a href="preface.pdf">Preface</a><br>
Summary: There were <span class="CEURSUBMITTEDPAPERS">111</span> papers submitted for peer-review to this workshop. Out of these, 
<span class="CEURACCEPTEDPAPERS">39</span> papers were accepted for this volume, 
<span class="CEURACCEPTEDREGULARPAPERS">26</span> as regular papers and
<span class="CEURACCEPTEDSHORTPAPERS">13</span> as short papers.
</li>
</ul>
<br>


<h3><span class="CEURSESSION">Section 1. Computer Vision</span></h3>

<ul>

<li id="paper1"><a href="paper1.pdf">
<span class="CEURTITLE"> Semi-Supervised European Forest Types Mapping using High-Fidelity Satellite Data</span></a>
<span class="CEURPAGES">1-15</span> <br>
<span class="CEURAUTHOR">Bohdan Yailymov</span>, 
<span class="CEURAUTHOR">Hanna Yailymova</span>, 
<span class="CEURAUTHOR">Nataliia Kussul</span>,
<span class="CEURAUTHOR">Andrii Shelestov</span>  
</li>

<li id="paper2"><a href="paper2.pdf">
<span class="CEURTITLE">Efficient Small and Overlapping Target Detection in Underwater Images</span></a>
<span class="CEURPAGES">16-29</span> <br>
<span class="CEURAUTHOR">Victor Sineglazov</span>, 
<span class="CEURAUTHOR">Mykhailo Savchenko</span>,
<span class="CEURAUTHOR">Volodymyr Lytvynenko</span>
</li>

<li id="paper3"><a href="paper3.pdf">
<span class="CEURTITLE">Microphone Array Spectral Mask Using Artificial Neural Network for Enhancing Minimum Variance Distortionless Response Beamformer</span></a>
<span class="CEURPAGES">30-39</span> <br>
<span class="CEURAUTHOR">QuanTrong The</span>
</li>

<li id="paper4"><a href="paper4.pdf">
<span class="CEURTITLE">Intelligent Hyperspectral Image Processing for Landmine Detection and Classification</span></a>
<span class="CEURPAGES">40-51</span> <br>
<span class="CEURAUTHOR">Viktor Sineglazov</span>, 
<span class="CEURAUTHOR">Kyrylo Lesohorskyi</span>,
<span class="CEURAUTHOR">Volodymyr Lytvynenko</span>
</li>

<li id="paper5"><a href="paper5.pdf">
<span class="CEURTITLE">Weighted Shifted S-shaped Activation Functions</span></a>
<span class="CEURPAGES">52-66</span> <br>
<span class="CEURAUTHOR">Sergiy Popov</span>, 
<span class="CEURAUTHOR">Dmytro Pikhulya</span>
</li>

<li id="short1"><a href="short1.pdf">
<span class="CEURTITLE">TU-Net: Transformer based U-Net for left ventricle MRI segmentation</span></a>
<span class="CEURPAGES">67-74</span> <br>
<span class="CEURAUTHOR">Amit Pandey</span>, 
<span class="CEURAUTHOR">Akansha Singh</span>,
<span class="CEURAUTHOR">Ajith Abraham</span>,
<span class="CEURAUTHOR">Krishna Kant Singh</span> 
</li>

</ul>

<h3><span class="CEURSESSION">Section 2. Natural Language Processing</span></h3>

<ul>

<li id="paper6"><a href="paper6.pdf">
<span class="CEURTITLE">Benchmarking Conversation Routing in Chatbot Systems Based on Large Language Models</span></a>
<span class="CEURPAGES">75-86</span> <br>
<span class="CEURAUTHOR">Daniil Maksymenko</span>, 
<span class="CEURAUTHOR">Danylo Kryvoshein</span>,
<span class="CEURAUTHOR">Olena Turuta</span>,
<span class="CEURAUTHOR">Dmytro Kazakov</span>,
<span class="CEURAUTHOR">Oleksii Turuta</span>
</li>

<li id="paper7"><a href="paper7.pdf">
<span class="CEURTITLE">The Impact of Stopwords Removal on Disinformation Detection in Ukrainian language during Russian-Ukrainian war</span></a>
<span class="CEURPAGES">87-101</span> <br>
<span class="CEURAUTHOR">Halyna Padalko</span>, 
<span class="CEURAUTHOR">Vasyl Chomko</span>,
<span class="CEURAUTHOR">Dmytro Chumachenko</span>
</li>

<li id="short2"><a href="short2.pdf">
<span class="CEURTITLE">Estimation and Visualization of Webcam Eye Tracking for Text Reading</span></a>
<span class="CEURPAGES">102-110</span> <br>
<span class="CEURAUTHOR">Anastasiia Grynenko</span>, 
<span class="CEURAUTHOR">Olena Turuta</span>,
<span class="CEURAUTHOR">Ruslan Kasheparov</span>,
<span class="CEURAUTHOR">Olga Kalynychenko</span>,
<span class="CEURAUTHOR">Oleksii Turuta</span>
</li>

<li id="short3"><a href="short3.pdf">
<span class="CEURTITLE">Development of an Intelligent Search Engine using GPT model for GrantsForScience platform</span></a>
<span class="CEURPAGES">111-119</span> <br>
<span class="CEURAUTHOR">Oleksandr M. Khimich</span>, 
<span class="CEURAUTHOR">Serhii V. Yershov</span>,
<span class="CEURAUTHOR">Elena A. Nikolaevskaya</span>,
<span class="CEURAUTHOR">Pavlo S. Yershov</span>
</li>

<li id="short4"><a href="short4.pdf">
<span class="CEURTITLE">Artificial Intelligence-Driven Text-to-Tactile Graphics Generation for Visual Impaired People</span></a>
<span class="CEURPAGES">120-127</span> <br>
<span class="CEURAUTHOR">Yehor Dzhurynskyi</span>, 
<span class="CEURAUTHOR">Volodymyr Mayik</span>,
<span class="CEURAUTHOR">Lyudmyla Mayik</span> 
</li>

<li id="short5"><a href="short5.pdf">
<span class="CEURTITLE">Russo-Ukrainian War Disinformation Detection in Suspicious Telegram Channels</span></a>
<span class="CEURPAGES">128-136</span> <br>
<span class="CEURAUTHOR">Anton Bazdyrev</span>
</li>

</ul>

<h3><span class="CEURSESSION">Section 3. Intelligent Methods in Healthcare</span></h3>

<ul>

<li id="paper8"><a href="paper8.pdf">
<span class="CEURTITLE">The COVID-19 Pandemic Dynamics and Incomes</span></a>
<span class="CEURPAGES">137-149</span> <br>
<span class="CEURAUTHOR">Igor Nesteruk</span>, 
<span class="CEURAUTHOR">Oleksii Rodionov</span>
</li>

<li id="paper9"><a href="paper9.pdf">
<span class="CEURTITLE">Parallel Optimization of Dimensionality Reduction Methods for Disease Prediction: PCA and LDA with Dask-ML</span></a>
<span class="CEURPAGES">150-161</span> <br>
<span class="CEURAUTHOR">Lesia Mochurad</span>, 
<span class="CEURAUTHOR">Liliana Mirchuk</span>,
<span class="CEURAUTHOR">Anastasiia Veretilnyk</span>
</li>

<li id="paper10"><a href="paper10.pdf">
<span class="CEURTITLE">A Distributed Classification Method for Real-time Healthcare Data Processing</span></a>
<span class="CEURPAGES">162-174</span> <br>
<span class="CEURAUTHOR">Vladislav Kaverinskiy</span>, 
<span class="CEURAUTHOR">Oleksandr Palagin</span>,
<span class="CEURAUTHOR">Kyrylo Malakhov</span> 
</li>

<li id="paper11"><a href="paper11.pdf">
<span class="CEURTITLE">Multicriteria Linear Assignment Problem in Healthcare Improvement</span></a>
<span class="CEURPAGES">175-184</span> <br>
<span class="CEURAUTHOR">Oksana Pichugina</span>, 
<span class="CEURAUTHOR">Lyudmyla Kirichenko</span>,
<span class="CEURAUTHOR">Yurii Skob</span> 
</li>

<li id="paper12"><a href="paper12.pdf">
<span class="CEURTITLE">Explainable Artificial Intelligence: Transitioning DL Model Decisions to User-Understandable Features in Healthcare</span></a>
<span class="CEURPAGES">185-199</span> <br>
<span class="CEURAUTHOR">Pavlo Radiuk</span>, 
<span class="CEURAUTHOR">Oleksander Barmak</span>, 
<span class="CEURAUTHOR">Eduard Manziuk</span>, 
<span class="CEURAUTHOR">Iurii Krak</span>
</li>

<li id="paper13"><a href="paper13.pdf">
<span class="CEURTITLE">Mathematical Simulations of the Pertussis Epidemic in England</span></a>
<span class="CEURPAGES">200-209</span> <br>
<span class="CEURAUTHOR">Igor Nesteruk</span>
</li>

<li id="paper14"><a href="paper14.pdf">
<span class="CEURTITLE">Using of Ellipsoid Method and Linear Regression with L1-Regularization for Medical Data Investigation</span></a>
<span class="CEURPAGES">210-221</span> <br>
<span class="CEURAUTHOR">Petro Stetsyuk</span>,
<span class="CEURAUTHOR">Viktor Stovba</span>,
<span class="CEURAUTHOR">Ivan Senko</span>,
<span class="CEURAUTHOR">Illya Chaikovsky</span>
</li>

<li id="short6"><a href="short6.pdf">
<span class="CEURTITLE">Uncertainty Estimation Method for Determining Bone Density in Patients with Infiltrating Intraductal Carcinoma Undergoing Anti-Cancer Therapy</span></a>
<span class="CEURPAGES">222-228</span> <br>
<span class="CEURAUTHOR">Viktor Reshetnik</span>,
<span class="CEURAUTHOR">Irina Muryzina</span>,
<span class="CEURAUTHOR">Marcus Frohme</span>,
<span class="CEURAUTHOR">Victoriia Alekseeva</span>,
<span class="CEURAUTHOR">Alla Dzyza</span>,
<span class="CEURAUTHOR">Alina Nechyporenko</span>
</li>

<li id="short7"><a href="short7.pdf">
<span class="CEURTITLE">Simulation of Influenza Dynamics in Kharkiv Oblast (Ukraine) using ARIMA Model</span></a>
<span class="CEURPAGES">229-237</span> <br>
<span class="CEURAUTHOR">Mykola Butkevych</span>,
<span class="CEURAUTHOR">Dmytro Chumachenko</span>
</li>

<li id="short8"><a href="short8.pdf">
<span class="CEURTITLE">Evaluation of Bone Radiodensity in Smokers</span></a>
<span class="CEURPAGES">238-244</span> <br>
<span class="CEURAUTHOR">Alina Nechyporenko</span>,
<span class="CEURAUTHOR">Viktor Reshetnik</span>,
<span class="CEURAUTHOR">Marcus Frohme</span>,
<span class="CEURAUTHOR">Victoriia Alekseeva</span>,
<span class="CEURAUTHOR">Andrii Lupyr</span>,
<span class="CEURAUTHOR">Vitaliy Gargin</span>
</li>

</ul>

<h3><span class="CEURSESSION">Section 4. Intelligent Systems</span></h3>

<ul>

<li id="paper15"><a href="paper15.pdf">
<span class="CEURTITLE">Modelling Hydroecomonitoring of Surface Water in Ukraine Using Machine Learning</span></a>
<span class="CEURPAGES">245-254</span> <br>
<span class="CEURAUTHOR">Leonid Bytsyura</span>, 
<span class="CEURAUTHOR">Anatoliy Sachenko</span>, 
<span class="CEURAUTHOR">Taras Kapusta</span>,
<span class="CEURAUTHOR">Khrystyna Lipianina-Honcharenko</span>,
<span class="CEURAUTHOR">Ruslan Brukhanskyi</span>
</li>

<li id="paper16"><a href="paper16.pdf">
<span class="CEURTITLE">Methodology for an Intelligent System Constructing for Modeling the Conduction of an Electrical Impulse in Nerve Axons</span></a>
<span class="CEURPAGES">255-264</span> <br>
<span class="CEURAUTHOR">Michael Z. Zgurovsky</span>, 
<span class="CEURAUTHOR">Pavlo O. Kasyanov</span>, 
<span class="CEURAUTHOR">Liudmyla B. Levenchuk</span>,
<span class="CEURAUTHOR">Vladyslav R. Novykov</span>
</li>

<li id="paper17"><a href="paper17.pdf">
<span class="CEURTITLE">Intelligent Methods in Behavioral Studies on Animal Models</span></a>
<span class="CEURPAGES">265-281</span> <br>
<span class="CEURAUTHOR">Yevheniia Babenko</span>, 
<span class="CEURAUTHOR">Volodymyr Romanov</span>
</li>

<li id="paper18"><a href="paper18.pdf">
<span class="CEURTITLE">Mathematical Modeling of Pressure Effects from Hydrogen Explosion</span></a>
<span class="CEURPAGES">282-299</span> <br>
<span class="CEURAUTHOR">Yurii Skob</span>, 
<span class="CEURAUTHOR">Oleksandr Khimich</span>, 
<span class="CEURAUTHOR">Oksana Pichugina</span>, 
<span class="CEURAUTHOR">Andrii Hulianytskyi</span>, 
<span class="CEURAUTHOR">Oleksii Kartashov</span>
</li>

<li id="paper19"><a href="paper19.pdf">
<span class="CEURTITLE">Development and Analysis of the Training Course "Organization of Databases" with AI</span></a>
<span class="CEURPAGES">300-314</span> <br>
<span class="CEURAUTHOR">Kyryl Korobchynskyi</span>, 
<span class="CEURAUTHOR">Maksym Shapovalov</span>, 
<span class="CEURAUTHOR">Viktoriia Seredenko</span>
</li>

<li id="paper20"><a href="paper20.pdf">
<span class="CEURTITLE">Decision Support Algorithm in the Development of Information Sensitive Socially Oriented Systems</span></a>
<span class="CEURPAGES">315-326</span> <br>
<span class="CEURAUTHOR">Sergiy Yakovlev</span>, 
<span class="CEURAUTHOR">Artem Khovrat</span>, 
<span class="CEURAUTHOR">Volodymyr Kobziev</span>, 
<span class="CEURAUTHOR">Dmytro Uzlov</span>
</li>

<li id="paper21"><a href="paper21.pdf">
<span class="CEURTITLE">Innovative Architectural Development of Corporate Enterprise Administration Systems</span></a>
<span class="CEURPAGES">327-337</span> <br>
<span class="CEURAUTHOR">Volodymyr Opanasenko</span>, 
<span class="CEURAUTHOR">Serhii Matvieishyn</span>,
<span class="CEURAUTHOR">Vladislav Kaverinskiy</span>
</li>

<li id="paper22"><a href="paper22.pdf">
<span class="CEURTITLE">Numerical Simulation of Kinetic Processes in Thin-layer Electrochemiluminescent Light Emitting Cells</span></a>
<span class="CEURPAGES">338-347</span> <br>
<span class="CEURAUTHOR">Danylo Martynov</span>, 
<span class="CEURAUTHOR">Yuriy Zholudov</span>, 
<span class="CEURAUTHOR">Mykola Slipchenko</span> 
<span class="CEURAUTHOR">Olena Slipchenko</span> 
<span class="CEURAUTHOR">Kyrylo Korobchynskyi</span>
</li>

<li id="paper23"><a href="paper23.pdf">
<span class="CEURTITLE">Development of Intelligent Nutrition Surveillance System with OpenAI API</span></a>
<span class="CEURPAGES">348-360</span> <br>
<span class="CEURAUTHOR">Vadym Yevtushenko</span>, 
<span class="CEURAUTHOR">Kyrylo Rukkas</span>, 
<span class="CEURAUTHOR">Tetyana Chumachenko</span>
</li>

<li id="short9"><a href="short9.pdf">
<span class="CEURTITLE">Development and Implementation of Intelligent Programming Tool for Agile Transformation of Human Resource Management Processes</span></a>
<span class="CEURPAGES">361-368</span> <br>
<span class="CEURAUTHOR">Nataliia Dotsenko</span>, 
<span class="CEURAUTHOR">Igor Chumachenko</span>, 
<span class="CEURAUTHOR">Oleksandr Skachkov</span>, 
<span class="CEURAUTHOR">Yuliia Husieva</span>
</li>

<li id="short10"><a href="short10.pdf">
<span class="CEURTITLE">Fuzzy Online Bagging Using Adaptive F-transform</span></a>
<span class="CEURPAGES">369-376</span> <br>
<span class="CEURAUTHOR">Sergiy Popov</span>, 
<span class="CEURAUTHOR">Iryna Pliss</span>, 
<span class="CEURAUTHOR">Olexii Holovin</span>, 
<span class="CEURAUTHOR">Oleh Zolotukhin</span>, 
<span class="CEURAUTHOR">Larysa Chala</span>
</li>

<li id="short11"><a href="short11.pdf">
<span class="CEURTITLE">Adaptive Piece-Wise Linear Squashing Activation Function for Deep Neural Networks</span></a>
<span class="CEURPAGES">377-384</span> <br>
<span class="CEURAUTHOR">Yevgeniy Bodyanskiy</span>, 
<span class="CEURAUTHOR">Nonna Kulishova</span>, 
<span class="CEURAUTHOR">Mykhailo Petrykin</span>, 
<span class="CEURAUTHOR">Maxim Kulishov</span>
</li>

<li id="short12"><a href="short12.pdf">
<span class="CEURTITLE">Using Models of Combinatorial Optimization Problem to Estimate the Parameters of an Intelligent System</span></a>
<span class="CEURPAGES">385-391</span> <br>
<span class="CEURAUTHOR">Liudmyla Koliechkina</span>, 
<span class="CEURAUTHOR">Olena Dvirna</span>
</li>

</ul>

<h3><span class="CEURSESSION">Section 5. Artificial Intelligence Ethics, Policy and Governance</span></h3>

<ul>

<li id="paper24"><a href="paper24.pdf">
<span class="CEURTITLE">Trustworthy AI Systems from Untrustworthy Components: Development von Neumann’s Paradigm using Principle of Diversity</span></a>
<span class="CEURPAGES">392-404</span> <br>
<span class="CEURAUTHOR">Vyacheslav Kharchenko</span>, 
<span class="CEURAUTHOR">Oleg Odarushchenko</span>
</li>

<li id="paper25"><a href="paper25.pdf">
<span class="CEURTITLE">Representation of Trustworthiness Components in AI Systems: A Formalized Approach Considering Interconnections and Overlap</span></a>
<span class="CEURPAGES">405-417</span> <br>
<span class="CEURAUTHOR">Eduard Manziuk</span>, 
<span class="CEURAUTHOR">Oleksandr Barmak</span>, 
<span class="CEURAUTHOR">Pavlo Radiuk</span>, 
<span class="CEURAUTHOR">Vladislav Kuznetsov</span>, 
<span class="CEURAUTHOR">Iurii Krak</span>
</li>

<li id="paper26"><a href="paper26.pdf">
<span class="CEURTITLE">Towards Ontology-Related Support for Transdisciplinary Research</span></a>
<span class="CEURPAGES">418-429</span> <br>
<span class="CEURAUTHOR">Mykola Petrenko</span>, 
<span class="CEURAUTHOR">Mykola Boyko</span>, 
<span class="CEURAUTHOR">Sergii Kotlyk</span>, 
<span class="CEURAUTHOR">Kyrylo Malakhov</span>
</li>

<li id="short13"><a href="short13.pdf">
<span class="CEURTITLE">Handling Outliers in Swarm Algorithms: a Review</span></a>
<span class="CEURPAGES">430-437</span> <br>
<span class="CEURAUTHOR">Dmytro Uzlov</span>, 
<span class="CEURAUTHOR">Yehor Havryliuk</span>, 
<span class="CEURAUTHOR">Ivan Hushchyn</span>, 
<span class="CEURAUTHOR">Volodymyr Strukov</span>, 
<span class="CEURAUTHOR">Sergiy Yakovlev</span>
</li>

</ul>

</div>


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