| Vol-3422 urn:nbn:de:0074-3422-3 Copyright © 2022 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).

# CITRisk 2022
Computational & Information Technologies for Risk-Informed Systems 2022

### Proceedings of the 3rd International Workshop on Computational & Information Technologies for Risk-Informed Systems (CITRisk 2022)
co-located with XXII International scientific and technical conference on Information Technologies in Education and Management (ІТЕМ 2022)

### Online Event, Neubiberg, Germany, January 12, 2023.

Edited by

### Stefan Wolfgang Pickl *
Volodymyr Lytvynenko **
Maryna Zharikova *
Volodymyr Sherstjuk **

* Bundeswehr University Munich, Germany
** Kherson National Technical University, Ukraine

## Table of Contents

- Preface
  Summary: There were 49 papers submitted for peer-review to this workshop. Out of these, 14 papers were accepted for this volume, 13 as regular papers, and 1 as a short paper.
- Committees
- Organizers and Partners

### Session 1: Computational Models and Methods for Risk-Informed Systems

- Infrastructure Cybersecurity under Complex Man-Made Threats Conditions 1-13
  Lubomyr Sikora, Natalya Lysa, Olga Fedevych, Bohdana Fedyna
- Game and System Models of Conflict Resolution Methods and Infrastructure Cybersecurity Under Active Attacks 14-23
  Lubomyr Sikora, Natalya Lysa, Roman Martsyshyn, Yulia Miyushkovych
- The Requirements Tree Technique for Dependencies-Driven Risk Assessment of AI/ML-based Software Design 24-32
  Vira Liubchenko
- Reducing Average Risk by Providing İnvariance of Two-Dimensional Binary İmages 33-43
  Rahim Mammadov, Elena Rahimova, Gurban Mammadov, Volodymyr Sherstjuk
- The Probabilistic Graphical Model for Multi-Hazard Risk Evaluation of Critical Infrastructure Impairment 44-58
  Bohdan Sakovych, Maryna Zharikova, Volodymyr Sherstjuk

### Session 2: Intelligent Information Technologies for Risk-Informed Systems

- The Random Forest Algorithm as an Element of Statistical Learning for Disease Prediction 59-73
  Nataliya Boyko, Roman Omeliukh, Nataliia Duliaba
- Hybrid Intelligent System for Recognizing Biometric Personal Data 74-85
  Nickolay Rudnichenko, Vladimir Vychuzhanin, Tetiana Otradskya, Igor Petrov, Irina Shpinareva
- Mobile Cyber-Physical System for Monitoring the Health of Patients with Cardiovascular Diseases 86-95
  Tetiana Hovorushchenko, Illia Hryshchuk, Olha Hovorushchenko, Kostyantyn Rei, Artem Boyarchuk
- The Problem of Software Implementation Iterative Algorithms of Inductive Modeling 96-105
  Oleksandra Bulgakova, Viacheslav Zosimov
- Non-Parametric Methods of Finding Changepoints in Multidimensional Time Series 106-118
  Dmitriy Klyushin, Andrii Urazovskyi

### Session 3: Information Technologies for Diagnostic, Modeling, and Monitoring of Crisis and Disaster Situations

- Risk of Vertical Separation Loss at En-Route Phase of Airplane Flight 119-131
  Ivan Ostroumov
- Decision-Making Models by the Aircraft Crew in Emergency “Depressurization” 132-145
  Tetiana Shmelova, Antonio Chialastri, Maxim Yatsko, Yuliya Sikirda, Maryna Zharikova
- The Risks Assessment of Delivery Failures for Application-to-Person SMS Market 146-160
  Mykhailo Odarchenko, Serhii Zavhorodnii, Roman Odarchenko, Maksym Zaliskyi
- ML-based Approach for Credit Risk Assessment Using Parallel Calculations 161-173
  Lesia Hentosh, Yevhen Tsikalo, Natalya Kustra, Hakan Kutucu

2023-06-09: submitted by Maryna Zharikova, metadata incl. bibliographic data published under Creative Commons CC0
2023-06-18: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|