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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 &copy; 2022 for 
the individual papers by the papers' authors. 
Copyright &copy; <span class="CEURPUBYEAR">2023</span> for the volume
as a collection by its editors.
This volume and its papers are published under the
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<h1><a href="http://kntu.net.ua/ukr/content/view/full/59605"><span class="CEURVOLACRONYM">CITRisk 2022</span></a><br>
<span class="CEURVOLTITLE">Computational & Information Technologies for Risk-Informed Systems</span></h1>
<br>

<h3>
<span class="CEURFULLTITLE">Proceedings of the 3rd International Workshop on Computational & Information Technologies for Risk-Informed Systems (CITRisk 2022)</span><br>

co-located with XXII International scientific and technical conference on Information Technologies in Education and Management (<span class="CEURCOLOCATED">ІТЕМ 2022</span>)<br>
</h3>


<h3><span class="CEURLOCTIME">Neubiberg, Germany, January 12, 2023</span>.</h3> 
<br>
<b> Edited by </b>
<p>

</p><h3>
   <span class="CEURVOLEDITOR">Stefan Wolfgang Pickl</span> *<br>
   <span class="CEURVOLEDITOR">Volodymyr Lytvynenko</span> **<br>
   <span class="CEURVOLEDITOR">Maryna Zharikova</span> *<br>
   <span class="CEURVOLEDITOR">Volodymyr Sherstjuk</span> **<br>
 </h3>

* <a href="https://www.unibw.de/">Bundeswehr University Munich</a>, Germany<br>
** <a href="http://kntu.net.ua/">Kherson National Technical University</a>, Ukraine <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">49</span> papers submitted for peer-review to this workshop. Out of these, 
<span class="CEURACCEPTEDPAPERS">14</span> papers were accepted for this volume, 
<span class="CEURACCEPTEDREGULARPAPERS">13</span> as regular papers,
<span class="CEURACCEPTEDSHORTPAPERS"> and 1</span> as a short paper.

</li>
  <li id="committees">
            <A href="Committees.pdf">Committees</A><BR>
   </li>
</li>
  <li id="organization">
            <A href="Organizations.pdf">Organizers and Partners</A><BR><BR>
   </li>
</ul>
<BR>




<h3><span class="CEURSESSION">Session 1: Computational Models and Methods for Risk-Informed Systems </span></h3>


<ul>
<li id="paper1"><a href="paper1.pdf">
<span class="CEURTITLE">Infrastructure Cybersecurity under Complex Man-Made Threats Conditions</span></a>
<span class="CEURPAGES">1-13</span> <br>
<span class="CEURAUTHOR">Lubomyr Sikora</span>, 
<span class="CEURAUTHOR">Natalya Lysa</span>, 
<span class="CEURAUTHOR">Olga Fedevych</span>,
<span class="CEURAUTHOR">Bohdana Fedyna</span>
</li>

<li id="paper2"><a href="paper2.pdf">
<span class="CEURTITLE">Game and System Models of Conflict Resolution Methods and Infrastructure Cybersecurity Under Active Attacks</span></a>
<span class="CEURPAGES">14-23</span> <br>
<span class="CEURAUTHOR">Lubomyr Sikora</span>, 
<span class="CEURAUTHOR">Natalya Lysa</span>, 
<span class="CEURAUTHOR">Roman Martsyshyn</span>,
<span class="CEURAUTHOR">Yulia Miyushkovych</span>
</li>


<li id="short3"><a href="short3.pdf">
<span class="CEURTITLE">The Requirements Tree Technique for Dependencies-Driven Risk Assessment of AI/ML-based Software Design</span></a>
<span class="CEURPAGES">24-32</span> <br>
<span class="CEURAUTHOR">Vira Liubchenko</span>
</li>


<li id="paper4"><a href="paper4.pdf">
<span class="CEURTITLE">Reducing Average Risk by Providing İnvariance of Two-Dimensional Binary İmages</span></a> 
<span class="CEURPAGES">33-43</span> <br>
<span class="CEURAUTHOR">Rahim Mammadov</span>,
<span class="CEURAUTHOR">Elena Rahimova</span>,
<span class="CEURAUTHOR">Gurban Mammadov</span>,
<span class="CEURAUTHOR">Volodymyr Sherstjuk</span>
</li>


<li id="paper5"><a href="paper5.pdf">
<span class="CEURTITLE">The Probabilistic Graphical Model for Multi-Hazard Risk Evaluation of Critical Infrastructure Impairment</span></a>
<span class="CEURPAGES">44-58</span> <br>
<span class="CEURAUTHOR">Bohdan Sakovych</span>, 
<span class="CEURAUTHOR">Maryna Zharikova</span>, 
<span class="CEURAUTHOR">Volodymyr Sherstjuk</span>
</li>


</ul>



<h3><span class="CEURSESSION">Session 2: Intelligent Information Technologies for Risk-Informed Systems </span></h3>

<ul>


<li id="paper6"><a href="paper6.pdf">
<span class="CEURTITLE">The Random Forest Algorithm as an Element of Statistical Learning for Disease Prediction</span></a>
<span class="CEURPAGES">59-73</span> <br>
<span class="CEURAUTHOR">Nataliya Boyko</span>, 
<span class="CEURAUTHOR">Roman Omeliukh</span>, 
<span class="CEURAUTHOR">Nataliia Duliaba</span>  
</li>


<li id="paper7"><a href="paper7.pdf">
<span class="CEURTITLE">Hybrid Intelligent System for Recognizing Biometric Personal Data</span></a>
<span class="CEURPAGES">74-85</span> <br>
<span class="CEURAUTHOR">Nickolay Rudnichenko</span>, 
<span class="CEURAUTHOR">Vladimir Vychuzhanin</span>, 
<span class="CEURAUTHOR">Tetiana Otradskya</span>, 
<span class="CEURAUTHOR">Igor Petrov</span>,
<span class="CEURAUTHOR">Irina Shpinareva</span>
</li>


<li id="paper8"><a href="paper8.pdf">
<span class="CEURTITLE">Mobile Cyber-Physical System for Monitoring the Health of Patients with Cardiovascular Diseases</span></a>
<span class="CEURPAGES">86-95</span> <br>
<span class="CEURAUTHOR">Tetiana Hovorushchenko</span>, 
<span class="CEURAUTHOR">Illia Hryshchuk</span>, 
<span class="CEURAUTHOR">Olha Hovorushchenko</span>,
<span class="CEURAUTHOR">Kostyantyn Rei</span>,
<span class="CEURAUTHOR">Artem Boyarchuk</span>
</li>


<li id="paper9"><a href="paper9.pdf">
<span class="CEURTITLE">The Problem of Software Implementation Iterative Algorithms of Inductive Modeling</span></a>
<span class="CEURPAGES">96-105</span> <br>
<span class="CEURAUTHOR">Oleksandra Bulgakova</span>, 
<span class="CEURAUTHOR">Viacheslav Zosimov</span>
</li>


<li id="paper10"><a href="paper10.pdf">
<span class="CEURTITLE">Non-Parametric Methods of Finding Changepoints in Multidimensional Time Series</span></a>
<span class="CEURPAGES">106-118</span> <br>
<span class="CEURAUTHOR">Dmitriy Klyushin</span>, 
<span class="CEURAUTHOR">Andrii Urazovskyi</span>  
</li>


</ul>



<h3><span class="CEURSESSION">Session 3: Information Technologies for Diagnostic, Modeling, and Monitoring of Crisis and Disaster Situations</span></h3>


<ul>

<li id="paper11"><a href="paper11.pdf">
<span class="CEURTITLE">Risk of Vertical Separation Loss at En-Route Phase of Airplane Flight</span></a>
<span class="CEURPAGES">119-131</span> <br>
<span class="CEURAUTHOR">Ivan Ostroumov</span>  
</li>


<li id="paper12"><a href="paper12.pdf">
<span class="CEURTITLE">Decision-Making Models by the Aircraft Crew in Emergency “Depressurization”</span></a>
<span class="CEURPAGES">132-145</span> <br>
<span class="CEURAUTHOR">Tetiana Shmelova</span>, 
<span class="CEURAUTHOR">Antonio Chialastri</span>, 
<span class="CEURAUTHOR">Maxim Yatsko</span>,
<span class="CEURAUTHOR">Yuliya Sikirda</span>, 
<span class="CEURAUTHOR">Maryna Zharikova</span>
</li>

<li id="paper13"><a href="paper13.pdf">
<span class="CEURTITLE">The Risks Assessment of Delivery Failures for Application-to-Person SMS Market</span></a>
<span class="CEURPAGES">146-160</span> <br>
<span class="CEURAUTHOR">Mykhailo Odarchenko</span>, 
<span class="CEURAUTHOR">Serhii Zavhorodnii</span>, 
<span class="CEURAUTHOR">Roman Odarchenko</span>, 
<span class="CEURAUTHOR">Maksym Zaliskyi</span>
</li>


<li id="paper14"><a href="paper14.pdf">
<span class="CEURTITLE">ML-based Approach for Credit Risk Assessment Using Parallel Calculations</span></a>
<span class="CEURPAGES">161-173</span> <br>
<span class="CEURAUTHOR">Lesia Hentosh</span>, 
<span class="CEURAUTHOR">Yevhen Tsikalo</span>, 
<span class="CEURAUTHOR">Natalya Kustra</span>,
<span class="CEURAUTHOR">Hakan Kutucu</span>
</li>


</ul>


</div>


<hr>
<span class="unobtrusive">
2023-06-09: submitted by Maryna Zharikova, 
            metadata incl. bibliographic data published under <A HREF="https://creativecommons.org/publicdomain/zero/1.0/">Creative Commons CC0</A><br>
<span class="CEURPUBDATE">2023-06-09</span>: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073)
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