IDDM 2022
Informatics & Data-Driven Medicine

Table of Contents

• Preface
  Summary: There were 99 papers submitted for peer-review to this conference. Out of these, 27 papers were accepted for this volume, 14 as regular papers and 13 as short papers.

Session 1

• Simple Neuro-Fuzzy System with Combined Learning for Pattern Recognition under Conditions of Short Training Set in Medical Diagnostics Tasks 1-8
  Yevgeniy Bodyanskiy , Olha Chala , Ivan Izonin , Sergiy Popov
• Human-in-the-Loop Approach Based on MRI and ECG for Healthcare Diagnosis 9-20
  Pavlo Radiuk , Oleksii Kovalchuk , Vitalii Slobodzian , Eduard Manziuk , Oleksander Barmak , Iurii Krak
• Appraisal of Artificial Intelligence for Fall Prevention & Fall Risk Assessment 21-34
  Jaime Campos
• Modeling of Small Data with Unsupervised Generative Ensemble Learning 35-43
  Serge Dolgikh
• The Structure of the Blockchain-Based Multi-Agent System for Secure Management of Medical Information 44-55
  Tetiana Hovorushchenko , Vitaliy Osyadlyi , Peter Popov , Tetiana Kysil
• Evaluating Autonomous-Energy-Harvesting Device Lifetime for the Internet of Medical Things with a Petri Net Formulation Considering Battery SoH 56-68
  Oukas Nourredine , Djouabri Abderrezak , Boulif Menouar
• Application Of MLOps Practices For Biomedical Image Classification 69-77
  Oleh Berezsky , Oleh Pitsun , Grygory Melnyk , Yuriy Batko , Bohdan Derysh , Petro Liashchynskyi
• Impact of Russian War on COVID-19 Dynamics in Germany: the Simulation Study by Statistical Machine Learning 78-85
  Dmytro Chumachenko , Alina Nechyporenko , Marcus Frohme
• A Data-Driven Approach for Neonatal Mortality Rate Forecasting 86-98
  Elen Rodríguez , Elias Rodríguez , Luiz Nascimento , Aneirson da Silva , Fernando Marins
• Interval Non-linear Model of Information Signal Characteristics Distribution for Detection of Recurrent Laryngeal Nerve during Thyroid Surgery 99-107
  Mykola Dyvak , Volodymyr Manzhula , Yulia Trufanova
• Automatic Creation of Masks for Marking Histological Images of the Epithelium of the Paranasal Sinuses 108-119
  Alina Nechyporenko , Yevhen Hubarenko , Maryna Hubarenko , Violeta Kalnytska , Victoriia Alekseeva , Vitaliy Gargin
• Modelling the Biostimulation Effect on the Development of an Infectious Disease in View of Diffusion Perturbations and the Organism’s Temperature Response 120-127
  Serhii Baranovsky , Andrii Bomba , Oksana Pryshchepa
• Implementation of Uncertainty Calculation Elicited from Paranasal Sinuses Bones' Structural Parameters for Various Approaches to Treat Recurrent Poliposus 128-134
  Viktor Reschetnik , Vadym Zherebkin , Galyna Semko , Andrii Lupyr , Victoriia Alekseeva , Rozana Nazaryan

Session 2

• Comparison of Deep Neural Network Learning Algorithms for Biomedical Image Processing 135-145
  Oleh Berezsky , Petro Liashchynskyi , Oleh Pitsun , Pavlo Liashchynskyi , Mykola Berezkyy
• The Intelligent Diagnosis Method of Covid-19 Based on the Lenet-Vit Deep Neural Network 146-159
  Eugene Fedorov , Tetyana Utkina , Maryna Leshchenko , Olga Nechyporenko , Kostiantyn Rudakov
• Progressive and Combined Deep Transfer Learning for pneumonia diagnosis in chest X-ray images 160-173
  Mamar Khaled , Djamel Gaceb , Fayçal Touazi , Ahmed Otsmane , Farouk Boutoutaou
• Mathematical Models of Epidemic Dynamics to Simulate the Distribution of COVID-19 174-183
  Yuriy Tymonin , Kateryna Molodetska
• Dimensionality Reduction of Data on Patients with Diabetes Mellitus by Multidimensional Scaling 184-191
  Ievgen Meniailov , Serhii Krivtsov , Tetyana Chumachenko
• Predictability of Kidney Dialysis Survivability 192-201
  Arvinte Rareș , Diana Trandabăț
• Decision-Making Support for Necessity/Optionality/Contraindication of Vaccination against COVID-19 Considering Legal Norms 202-213
  Yelyzaveta Hnatchuk , Tetiana Hovorushchenko , Andrii Misiats , Alla Herts , Artem Boyarchuk
• ECG Analysis Software Library based on NLP and ML Methods 214-226
  Yurii Oliinyk , Mykhailo Yazenok , Oleksandr Ocheretianyi , Igor Baklan , Kateryna Lishchuk , Elisa Beraudo
• Solving the Problem of Antibody Grouping based on Crossinhibition Index using Hierarchical Clustering Methods 227-235
  Oleksandr Zelinskyi , Vitaliy Horlatch , Yuri Lebedin , Yaryna Paslavska
• A novel Deep-Learning model for Human Activity Recognition based on Continuous Wavelet Transform 236-245
  Olena Pavliuk , Myroslav Mishchuk
• Multimodal Approaches for Natural Language Processing in Medical Data 246-252
  Oleh Basystiuk , Nataliia Melnykova
• DeepAdversaryDefense: A Deep Model to Identify and Prevent Adversarial Attacks against Medical Speech Recognition 253-259
  Kirtee Panwar , Akansha Singh , Krishna Kant Singh
• An Assessment of the Transplant's Survival Level for Recipients after Kidney Transplantations using Cox Proportional-Hazards Model 260-265
  Yaroslav Tolstyak , Myroslav Havryliuk
• MEdOps - Medical Education with Emphasis on Robotics 266-271
  Roman Hasko , Oleksandra Hasko , Christine Strauss , Stefania Vyshnevska

Workshop on Trustworthy AI in Medicine and Healthcare

• Trustworthy AI in Medicine and Healthcare - abstract
  Anastasiya Doroshenko