IDDM 2021
Informatics & Data-Driven Medicine

Table of Contents

• Preface
  Summary: There were 79 papers submitted for peer-review to this conference. Out of these, 31 papers were accepted for this volume, 20 as regular papers and 11 as short papers.
• Generalized Neo-Fuzzy-Neuron with Membership Functions of Special Type in Medical Diagnostics 1-10
  Yevgeniy Bodyanskiy , Olha Chala ,
• Method of Developing the Defect-Free Medical Software by Establishing the Presence of Residual Defects 11-21
  Tetiana Hovorushchenko , Peter Popov
• Automatic Segmentation of Immunohistochemical Images based on U-NET Architectures 22-33
  Oleh Berezsky , Oleh Pitsun , Bohdan Derysh , Tamara Datsko , Kateryna Berezka , Nadiya Savka
• Implementation of Reinforcement Learning Strategies in the Synthesis of Neuromodels to Solve Medical Diagnostics Tasks 34-43
  Serhii Leoshchenko , Andrii Oliinyk , Sergey Subbotin , Viktor Lytvyn , Oleksandr Korniienko
• Biological Data Mining and Its Applications in Pulmonology 44-53
  Oleksandr Komlevoi , Nataliia Komleva , Vira Liubchenko , Svitlana Zinovatna
• Electrical Probe-Signal Processing and Criterion for the Determination of Time Parameters of the Teeth Filling Material Polymerization Process in Dentistry 54-63
  Vyacheslav Nykytyuk , Vasyl Dozorskyy , Nataliia Kunanets , Volodymyr Pasichnyk , Oleksandr Matsiuk , Ihor Bodnarchuk
• Method of Intelligent Diagnosis of Covid-19 Based on a Neural Network of Generalized Bell-Shaped Functions and Fuzzy Logic 64-76
  Eugene Fedorov , Jihed Draouil , Kostiantyn Rudakov , Hamza Alrababah , Tetyana Utkina , Ihor Zubko
• Mathematical Modelling of an Epidemic Based on Covid-19 Spread Functions 77-85
  Kateryna Molodetska , Yuriy Tymonin
• Simulation of Cyclic Signals (Generalized Approach) 86-92
  Serhii Lupenko , Iaroslav Lytvynenko , Volodymyr Hotovych
• Modification of Infection Disease Model to Take into account Diffusion Perturbation in the Conditions of Temperature Reaction of the Organism 93-99
  Andrii Bomba , Serhii Baranovsky , Oksana Blavatska , Larysa Bachyshyna
• Seizure Prediction using Two-Dimensional Discrete Wavelet Transform and Convolution Neural Networks 100-108
  Gehan Mohamed , Hassan Eldib , Maha Sharkas
• Toward Reference Architecture of Control System Socio-Epidemic Processes of Emergent Infections 109-115
  Vil Bakirov , Dmytro Chumachenko , Tetiana Chumachenko , Sergey Lvov , Olena Muradyan , Grygoriy Zholtkevych
• Deep Learning Approaches for COVID – 19 Diagnosis 116-126
  Chetan Sagarnal , Shridhar B.Devamane , Ravi Hosamani , Trupthi Rao
• Hybrid Expert System for Collaborative Decision-Making in Transportation Services of Healthcare Needs 127-135
  Tetiana Shmelova , Oleksandr Sechko
• The Application of Sequential Pattern Mining Techniques on MIMIC-IV 136-149
  Cecilia Mariciuc , Madalina Raschip
• Evaluation of the Gene Expression Profiles Complex Proximity Metric Effectiveness Based on a Hybrid Technique of Gene Expression Data Extraction 150-160
  Lyudmyla Yasinska-Damri , Igor Liakh , Sergii Babichev , Bohdan Durnyak
• New Application of Blood Pressure Monitor with Software Environment Oranta-AO based on Arterial Oscillography Methods 161-171
  Dmytro Vakulenko , Hryhoriy Zaspa , Sergiy Lupenko
• Theoretical and Applied Principles of Information Technology for Supporting Medical Decision-Making Taking into Account the Legal Basis 172-181
  Tetiana Hovorushchenko , Yelyzaveta Hnatchuk , Alla Herts , Artem Moskalenko , Vitaliy Osyadlyi
• Complex Automatic Evaluation of the Medical Images of the Paranasal Sinuses 182-189
  Radiy Radutny , Alina Nechyporenko , Victoriia Alekseeva , Nadiia Yurevych , Andrii Lupyr , Vitaliy Gargin
• Machine learning Techniques to Predict Overweight or Obesity 190-204
  Elias Rodríguez , Elen Rodríguez , Luiz Nascimento , Aneirson da Silva , Fernando Marins
• Modeling of Heat Transfer and Deformation Processes in Biomaterials with Fractal Structure 205-212
  Volodymyr Shymanskyi , Yaroslav Sokolovskyy , Olha Mokrytska , Iryna Boretska , Oleksiy Sinkevych , Volodymyr Kryshtapovych
• ECG Analysis based on Word2Vec Model 213-222
  Yurii Oliinyk , Andrii Tereschenko , Igor Baklan , Elisa Beraudo
• Experimental Evaluation of the Effectiveness of ANN-based Numerical Data Augmentation Methods for Diagnostics Tasks 223-232
  Ivan Izonin , Roman Tkachenko , Roman Pidkostelnyi , Olena Pavliuk , Viktor Khavalko , Anatoliy Batyuk
• Analysis of Machine Learning Algorithms for Classification and Prediction of Heart Disease 233-249
  Nataliya Boyko , Iryna Dosiak
• Model of the Monitoring Process for Early Diagnosis of Patients’ Health 250-259
  Karina Melnyk , Natalia Borysova , Pavel Smolin , Iryna Dehtiarova , Iuliia Gasan , Alla Voida
• ROC Analysis of the Outcome Predictive Markers for Multiple Trauma Patients during Early Posttraumatic Period 260-268
  Myroslav Stupnytskyi , Viktor Zhukov , Tatyana Gorbach , Oleksii Biletskii , Hakan Kutucu
• Classification of X-Ray Images of the Chest Using Convolutional Neural Networks 269-282
  Lesia Mochurad , Andrii Dereviannyi , Uliana Antoniv
• Visualization of the Epidemics Forecasting Results 283-292
  Natalya Shakhovska , Ihor Darmoriz , Yaroslav Vyklyuk , Yurii Kryvenchuk , Pavlo Pukach
• Modules for Mental and Physical Health States Analysis based on User Text Input 293-301
  Artem Bashtovyi , Andriy Fechan , Vitaliy Yakovyna
• Modern Approaches to the Applying of Mathematical Methods in the Analysis of the Transport Direction of Follicular Thyrocytes 302-316
  Olha Ryabukha , Ivanna Dronyuk
• Using an Ontological Approach for Improvement of the Interval Model in the Problem of the Recurrent Laryngeal Nerve Identification During Thyroid Surgery 317-322
  Mykola Dyvak , Andriy Melnyk , Miroslav Kopnický , Libor Dostalek , Igor Krytskyi , Andriy Dyvak