| Vol-2255 urn:nbn:de:0074-2255-4 Copyright © 2018 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.

# IDDM 2018
Informatics & Data-Driven Medicine

### Proceedings of the 1st International Workshop on Informatics & Data-Driven Medicine (IDDM 2018)

### Lviv, Ukraine, November 28-30, 2018.

Edited by

### Nataliya Shakhovska *
Sergio Montenegro **
Yannick Estève ***
Sergey Subbotin ****
Natalia Kryvinska *****
Ivan Izonin ******

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

## Table of Contents

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

### Session 1. Computational intelligence in medicine

- Synthesis of Artificial Neural Networks Using a Modified Genetic Algorithm 1-13
  Serhii Leoshchenko, Andrii Oliinyk, Sergey Subbotin, Nataliia Gorobii, Tetiana Zaiko
- Solving the Tension/Compression Spring Design Problem by an Improved Firefly Algorithm 14-20
  Yuksel Celik, Hakan Kutucu
- Fuzzy Clustering of Biomedical Datasets Using BSB-Neuro-Fuzzy-Model 21-28
  Iryna Perova, Yevgeniy Bodyanskiy, Anatoliy Sachenko, Mikolaj Karpinski, Pawel Rudyk
- Electroencephalogram Signals Analysis by Fuzzy Classifiers based on Cumulative Mutual Information 29-44
  Jan Rabcan, Elena Zaitseva, Vitaly Levashenko
- The use of Hybrid Computational Methods for Creating Intelligent Decision-Making Systems in Medicine 45-55
  Pavel Klachek, Irina Liberman
- Application of Cluster Analysis for Determination of the Oxidative Stress Decompensation Criteria 56-64
  Myroslav Stupnytskyi, Viktor Zhukov, Oleksii Biletskii, Michal Gregus
- Mesh Network of eHealth Intelligent Agents in Smart City: A Case Study on Assistive Devices for Visually Impaired People 65-81
  Dmytro Zubov, Utku Kose, Ali Jasim Ramadhan, Andrey Kupin
- The Sequential Associative Rules Analysis of Patient's Physical Characteristics 82-92
  Nataliya Shakhovska, Roman Holoshchuk, Solomia Fedushko, Oleh Kosar, Roman Danel, Michal Řepka
- Improving Automatic Categorization of Technical vs. Laymen Medical Words using FastText Word Embeddings 93-102
  Hanna Pylieva, Artem Chernodub, Natalia Grabar, Thierry Hamon
- The Personalized Approach to the Processing and Analysis of Patients’ Medical Data 103-112
  Nataliia Melnykova, Volodymyr Melnykov, Edgars Vasilevskis
- Improving the Input Information for Medical Software Requirements Specifications using Ontology-Based Intelligent Agent 113-125
  Tetiana Hovorushchenko, Olga Pavlova, Mykola Fedula
- The Axiomatic-Deductive Strategy of Knowledge Organization in Onto-based e-learning Systems for Chinese Image Medicine 126-134
  Serhii Lupenko, Volodymyr Pasichnyk, Natalia Kunanets, Oleksandra Orobchuk, Mingtang Xu
- The Portraits Creating Method by Correlation Analysis of Hormone-Producing Cells Data 135-145
  Olha Ryabukha, Ivanna Dronyuk
- Complex Term Identification for Ukrainian Medical Texts 146-154
  Olga Cherednichenko, Nadiia Babkova, Olga Kanishcheva

### Session 2. High dimensional approximation and statistical learning

- The Regression Tree Model Building Based on a Cluster-Regression Approximation for Data-Driven Medicine 155-169
  Sergey Subbotin, Elena Kirsanova
- Piecewise-linear Approach for Medical Insurance Costs Prediction using SGTM Neural-Like Structure 170-179
  Roman Tkachenko, Ivan Izonin, Natalia Kryvinska, Valentyna Chopyak, Nataliia Lotoshynska, Dmytro Danylyuk
- Numerical Modeling and Analysis of Physical Properties in Biomaterials with Fractal Structure 180-192
  Ivan Sokolovskyy, Maryana Levkovych, Olha Mokrytska
- Method of Traffic Monitoring for DDoS Attacks Detection in e-Health Systems and Networks 193-204
  Maksym Zalisky, Roman Odarchenko, Sergiy Gnatyuk, Yuliia Petrova, Anastasiia Chaplits
- The Smart House Based System for the Collection and Analysis of Medical Data 205-214
  Yurii Kryvenchuky, Nataliya Shakhovska, Iryna Shvorob, Sergio Montenegro, Maksym Nechepurenko
- Mathematical Models of Biophysical Processes Taking Into Account Memory Effects and Self-Similarity 215-228
  Yaroslav Sokolovskyy, Maryana Levkovych, Olha Mokrytska, Yaroslav Kaplunskyy

### Session 3. Information systems in medicine: technology and applications

- Important Aspects to Consider When Developing ICTs for Purposes of Fall Prevention in the eHealth Domain 229-238
  Jaime Campos, Linda Askenäs
- The Consolidated Information Web-Resource about Pharmacy Networks in City 239-255
  Victoria Vysotska, Vasyl Lytvyn, Yevhen Burov, Aleksandr Gozhyj, Stepan Makara
- Telecommunication Infrastructures for Telemedicine in Smart Cities 256-266
  Volodymyr Pasichnyk, Nataliia Kunanets, Serhii Martsenko, Oleksandr Matsiuk, Olesia Mytnyk, Oleksii Duda, Pawel Falat
- Information Technology of Traffic Modeling Using the Ateb-Functions Theory for Improving Service Delivery in eHealth Systems and Networks 267-274
  Wingfrid Auzinger, Ivanna Dronyuk, Olga Fedevych, Yurii Klishch, Piotr Lipinski
- Mobile Application for Preliminary Diagnosis of Diseases 275-286
  Edgars Vasilevskis, Iryna Dubyak, Taras Basyuk, Volodymyr Pasichnyk, Antonii Rzheuskyi
- Information Technology Platform "Dental laboratory" 287-300
  Yaroslav Vyklyuk, Nataliia Kunanets, Tetyana Kalahurka, Mykhailo Voronovsky
- Verifying the Medical Specialty from User Profile of Online Community for Health-Related Advices 301-310
  Solomia Fedushko, Natalia Shakhovska, Yurij Syerov

### Session 4. Biomedical image analysis and understanding

- Modern Automated Microscopy Systems in Oncology 311-325
  Oleh Berezsky, Oleh Pitsun, Natalia Batryn, Tamara Datsko, Kateryna Berezska, Lesia Dubchak
- The Main Principles of Monitoring of Recurrent Laryngeal Nerve Monitoring During Surgery on Neck Organs 326-335
  Mykola Dyvak, Volodymyr Tymets, Viktor Shidlovsky
- The Method of Intelligent Image Processing Based on a Three-Channel Purely Convolutional Neural Network 336-351
  Eugene Fedorov, Valentyna Lukashenko, Volodymyr Patrushev, Andriy Lukashenko, Kostiantyn Rudakov, Serhii Mitsenko

2018-11-25: submitted by Ivan Izonin, metadata incl. bibliographic data published under Creative Commons CC0
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