| Vol-2488 urn:nbn:de:0074-2488-2 Copyright © 2019 for the individual papers by the papers' authors. Copyright © 2019 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).

# IDDM 2019
Informatics & Data-Driven Medicine

### Proceedings of the 2nd International Workshop on Informatics & Data-Driven Medicine (IDDM 2019)

### Lviv, Ukraine, November 11-13, 2019.

Edited by

### Nataliya Shakhovska *
Ivan Izonin **
Sergio Montenegro ***
Yannick Estève ****
Jaime Campos *****
Natalia Kryvinska ******

* Lviv Polytechnic National University, Ukraine
** Lviv Polytechnic National University, Ukraine
*** Julius-Maximilians-Universitat Wurzburg, Germany
**** University of Le Mans , France
***** Linnaeus University, Sweden
****** University of Vienna, Austria

## Table of Contents

- Cover and Preface
- Organization and Committees
- Organizers and Partners

### Key note speaches

- Online Hybrid Probabilistic-Fuzzy Clustering in Medical Data Mining Tasks (invited paper) 1-15
  Yevgeniy Bodyanskiy, Anastasiia Deineko, Iryna Pliss, Olha Chala
- Cytological Image Classification Using Data Reduction (invited paper) 16-29
  Oleh Berezsky, Oleh Pitsun, Taras Dolynyuk, Lesia Dubchak, Nadiya Savka, Grygoriy Melnyk, Vasyl Teslyuk
- On the Mathematical Model of Nonlinear Vibrations of a Biologically Active Rod with Consideration of the Rheological Factor (invited paper) 30-42
  Petro Pukach, Volodymyr Il'kiv, Myroslava Vovk, Olha Slyusarchuk, Yulia Pukach, Yuriy Mylyan, Winfried Auzinger
- Information System for Visual Analyzer Disease Diagnostics (invited paper) 43-56
  Ihor Bodnarchuk, Nataliia Kunanets, Serhii Martsenko, Oleksandr Matsiuk, Anastasiia Matsiuk, Volodymyr Pasichnyk, Roman Tkachuk, Hryhorii Shymchuk
- Concept of Intelligent Decision Support System in the Legal Regulation of the Surrogate Motherhood (invited paper) 57-68
  Tetiana Hovorushchenko, Alla Herts, Yelyzaveta Hnatchuk

### Session 1. Artificial intelligence

- Fuzzy System For Breast Disease Diagnosing Based On Image Analysis 69-83
  Oleg Berezsky, Lesia Dubchak, Natalia Batryn, Tamara Datsko, Kateryna Berezska, Oleh Pitsun, Yuri Batko
- A Method for Extracting a Breast Image from a Mammogram Based on Binarization, Scaling and Segmentation 84-98
  Eugene Fedorov, Tetyana Utkina, Kostiantyn Rudakov, Andriy Lukashenko, Serhii Mitsenko, Maryna Chychuzhko, Valentyna Lukashenko
- Identification of Biometric Images Using Latent Elements 99-108
  Mariya Nazarkevych, Mykola Logoyda, Serhii Dmytruk, Yaroslav Voznyi, Olga Smotr
- Implementation of Selective Pressure Mechanism to Optimize Memory Consumption in the Synthesis of Neuromodels for Medical Diagnostics 109-120
  Serhii Leoshchenko, Andrii Oliinyk, Sergey Subbotin, Tetiana Zaiko, Nataliia Gorobii
- Mathematical Modeling of Heat Transfer in Anisotropic Biophysical Materials, Taking Into Account the Phase Transition Boundary 121-132
  Yaroslav Sokolovskyy, Iryna Boretska, Bogdana Gayvas, Igor Kroshnyy, Volodymyr Shymansky, Michal Gregus
- Mathematical Models and Analysis of Deformation Processes in Biomaterials with Fractal Structure 133-144
  Yaroslav Sokolovskyy, Maryana Levkovych, Olha Mokrytska, Svitlana Yatsyshyn, Yaroslav Kaspryshyn, Christine Strauss
- Statistical Modeling of Diffusion Processes with a Fractal Structure 145-154
  Ivan Sokolovskyy, Natalia Shakhovska
- Applying Regression Analysis to Study the Interdependence of Thyroid, Adrenal Glands, Liver, and Body Weight in Hypothyroidism and Hyperthyroidism 155-164
  Olha Ryabukha, Ivanna Dronyuk
- Technique Medical Image Compression by Linear Algebra Methods 165-174
  Dmytro Kucherov, Galina Rosinska, Natalia Khalimon, Ludmila Onikienko
- An Overview of Ateb-Theory Mathematical Apparatus for Data Confidentiality in Medical Computer Networks 175-184
  Ivanna Dronyuk, Olga Fedevych, Danylo Lizanets, Natalia Kryvinska
- Application Artificial Intelligence for Real-Time Monitoring, Diagnostics, and Correction Human State 185-194
  Tetiana Shmelova, Olexandr Sechkok
- Technique of Gene Regulatory Networks Reconstruction Based on ARACNE Inference Algorithm 195-207
  Sergii Babichev, Bohdan Durnyak, Vsevolod Senkivskyy, Oleksandr Sorochynskyi, Mykhailo Kliap, Orest Khamula
- Automated Document Analysis for Quick Personal Health Record Creation 208-221
  Nataliya Boyko, Olena Pylypiv, Yulia Peleshchak, Yurii Kryvenchuk, Jaime Campos
- Using a Bayesian Network to Assess the Atmospheric Pollution Influence on Immunological Parameters 222-233
  Volodymyr Lytvynenko, Mariia Voronenko, Serge Sitalo, Oleg Boskin, Iryna Lurie, Nataliia Savinа, Yaroslav Tanasiichuk, Nataliia Krugla

### Session 2. Information systems in medicine

- Classification and Recognition of Medical Images Based on the SGTM Neuroparadigm 234-245
  Viktor Khavalko, Ivan Tsmots, Anastasija Kostyniuk, Christine Strauss
- Information-Analytical Support to Medical Industry 246-257
  Ivan Tsmots, Vasyl Teslyuk, Anatolyi Batyuk, Viktor Khavalko, Andreas Mladenow
- Analysis of Medical Systems to Control the Driver's Condition to Improve Traffic Safety 258-267
  Mariya Nazarkevych, Vasyl Brytkovskyi, Michal Gregus
- Exploratory Analysis of Neuroblastoma Data Genes Expressions Based on Bioconductor Package Tools 268-279
  Sergii Babichev, Bohdan Durnyak, Vsevolod Senkivskyy, Oleksandr Sorochynskyi, Mykhailo Kliap, Orest Khamula
- Investigation of Mathematical Model of Acoustic Wave Propagation through Relax Environment in Ultrasound Diagnostics Problems 280-289
  Zinovii Nytrebych, Volodymyr Il’kiv, Oksana Malanchuk, Winfried Auzinger
- Intellectual Analysis of Making Decisions Tree in Information Systems of Screening Observation for Immunological Patients 281-296
  Lyubomyr Chyrun, Eugene Leshchynskyy, Vasyl Lytvyn, Antonii Rzheuskyi, Victoria Vysotska, Yuriy Borzov
- Synthesis Control System Physiological State of a Soldier on the Battlefield " 297-306
  Yurii Kryvenchuk, Ihor Helzynskyy, Tetiana Helzhynska, Nataliya Boyko, Roman Danel
- Fractal Distribution of Medical Data in Neural Network 307-318
  Nataliya Boyko, Maxim Kuba, Lesia Mochurad, Sergio Montenegro
- A Robust Model for Integration of Artificial Intelligence Methods in Patient Care 319-329
  Serge Dolgikh
- "Analysis of the Early Posttraumatic Period Pathophysiology in Case of the Severe Combined Thoracic Trauma Using Multivariate Logistic Regression" 330-339
  Myroslav Stupnytskyi, Viktor Zhukov, Tatyana Gorbach, Oleksii Biletskii, Hakan Kutucu
- Development of Genetic Methods for Predicting the Incidence of Volumes of Emissions of Pollutants in Air 340-353
  Аndrii Oliinyk, Ievgen Fedorchenko, Аlexandеr Stepanenko, Alexander Katschan, Yuliia Fedorchenko, Anastasia Kharchenko, Dmytro Goncharenko
- Methods and Models of Intellectual Processing of Texts for Building Ontologies of Software for Medical Terms Identification in Content Classification 354-368
  Vasyl Lytvyn, Yevhen Burov, Petro Kravets, Victoria Vysotska, Andriy Demchuk, Andrii Berko, Yuriy Ryshkovets, Serhii Shcherbak, Oleh Naum
- Medical News Aggregation and Ranking of Taking into Account the User Needs 369-382
  Nataliya Antonyuk, Lyubomyr Chyrun, Vasyl Andrunyk, Andrii Vasevych, Sofia Chyrun, Aleksandr Gozhyj, Irina Kalinina, Yuriy Borzov
- Determining the Probability of Heart Disease using Data Mining Methods 383-394
  Kseniia Bazilevych, Ievgen Meniailov, Kirill Fedulov, Sergey Goranina, Dmytro Chumachenko, Pavlo Pyrohov

2019-11-03: submitted by Ivan Izonin, metadata incl. bibliographic data published under Creative Commons CC0
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