IDDM 2024
Informatics & Data-Driven Medicine 2024

Table of Contents

• Preface
  Summary: There were 82 papers submitted for peer-review to this workshop. Out of these, 31 papers were accepted for this volume, 23 as regular papers and 8 as short papers.

Session 1

• Comparative Analysis of Convolutional Neural Networks and Rulebased Techniques for Epileptic Seizure Detection From Electroencephalograph Signals Using a Text Classification Approach 1-10
  Temitayo Balogun, Olufemi Akinyede, Sanuel Faluyi
• A Hybrid Inductive Model for Gene Expression Data Processing Using Spectral Clustering 11-19
  Sergii Babichev, Oleg Yarema, Ihor Liakh
• Improving Unsupervised Graph-Based Skull Stripping: Enhancements and Comparative Analysis With State-Of-The-Art Methods 20-31
  Maria Popa, Anca Andreica
• The Method of Intelligent Classification Based on Deep Associative Neural Networks 32-46
  Eugene Fedorov, Tetyana Utkina, Olga Nechyporenko, Maryna Leshchenko, Kostiantyn Rudakov, Ihor Zubko
• Learning With Small Data: What Can Be Inferred From Small Samples? 47-56
  Serge Dolgikh, Oksana Mulesa, Volodymyr Sabadosh
• Multiresolution Analysis of Poor Remote Photoplethysmography Signal Using Wavelet Transform 57-72
  Ihor Berezhnyi, Adrian Nakonechnyi
• Microservices-Based Architecture for Biomedical Image Processing Software 73-80
  Oleh Berezsky, Oleh Pitsun, Grygory Melnyk, Hanna Poperechna
• Method of Patients’ Data Protection on the Instance of Chemotherapy Dosing Data for Ewing’s Sarcoma Treatment 81-91
  Yurii Baryshev, Vladyslava Lanova
• Intelligent Advisory Innovative Framework of Enhanced Doctor‐Patient Interaction for Healthcare Providers 92-101
  Oles Telikhovskyi, Roman Komarnytsky, Vasyl Koval, Khrystyna Lipianina‐Honcharenko, Vitaliy Dorosh, Mykola Telka
• Application of Explainable AI to Healthcare: A Review 102-114
  Samuel Gbenga Faluyi, Yousra Chabchoub, Maurras Togbe, Jérémie Sublime
• Simulation of Influenza Dynamics With Lstm Deep Learning Model 115-125
  Mykola Butkevych, Ievgen Meniailov, Kseniia Bazilevych, Yurii Parfeniuk, Dmytro Chumachenko
• Web-Based Melanoma Detection System Using Convolutional Neural Networks and Advanced Image Processing 126-143
  Sebastian Górecki, Wiktoria Duszczyk, Zuzanna Huda, Andrzej Faryna, Aleksandra Tatka
• Automated Radiology Report Generation From Chest X-Ray Images Using Chexnet and Transformer-Lstm Architecture 144-159
  Mohamed Adel, Mohamed Aborizka
• Software for Anomaly Detection in MRI Images 160-170
  Yurii Oliinyk, Mariia Kapshuk, Leonid Oliinyk
• Resource-Efficient Solutions for Data Security at the Network Level of the Medical Internet of Things 171-182
  Inna Rozlomii, Andrii Yarmilko, Serhii Naumenko

Session 2

• A Self-Supervised Learning Approach for Detecting Brca Mutations in Breast Cancer Histopathological Images 183-195
  Faycal Touazi, Djamel Gaceb, Chaima Belkadi, Besma Loubar
• Detection of Stress Using Photoplethysmography 196-202
  Yaroslav Strelchuk, Alina Nechyporenko, Marcus Frohme, Vitaliy Gargin, Andrii Lupyr, Victoriia Alekseeva
• Ensemble Deep Learning of CNN vs Vision Transformers for Brain Lesion Classification on MRI Images 203-219
  Norelhouda Laribi, Djamel Gaceb, Fayçal Touazi, Abdellah Rezoug, Abdelmoumen Sahad, Massine Omar Reggai
• Optimization of Medical Logistics With Bee Colony Algorithms in Emergency, Military Conflict and Post-war Remediation Settings 220-235
  Tetiana Cherniavska, Bohdan Cherniavskyi, Tamar Sanikidze, Alexander Sharashenidze, Magda Tortladze, Maka Buleishvili
• Modeling and Numerical Analysis of the Effects of Chemotherapy on the State of a Cancerous Tumour Based on Fractional-Order Derivatives 236-250
  Yaroslav Sokolovskyy, Olesia-Oksana Vilchynska, Andrii Mokrytskyi
• Research of Algorithms Based on Fractional Differential Derivatives for Improving Medical Images 251-267
  Yaroslav Sokolovskyy, Volodymyr Bereziuk, Mariana Levkovych, Mykhailo Paslavskyi
• Artificial Intelligence-Based Method for Face Skin Diagnostic 268-278
  Olga Pavlova, Vitalii Alekseiko, Vladyslav Karabaieva, Andrii Kuzmin
• Cloud-Based Approach on Genetic Data Imputation Parameters Optimization 279-286
  Pavlo Horun, Chirstine Strauss
• Internet of Robotic Things (IoRT) Approach to Lifelong Learning and Medical Education With Internet of Medical Things (IoMT) 287-294
  Roman Hasko, Oleksandra Hasko, Hakan Kutucu
• Development and Analysis of a Parallel Method for Detecting Chromosomal Translocations and Inversions in DNA Sequences 295-303
  Lesia Mochurad, Renata Vladyka
• MentSDet: Concept of Mobile-Oriented Multimodal Information System for Determining the Patient's Mental State 304-318
  Tetiana Hovorushchenko, Olha Hovorushchenko, Anatolii Korol, Valentyna Hnenna, Artem Boyarchuk
• Architecture-Oriented Agent-Based Model (AOAM) for Optimizing Transport Evacuation Management and Emergency Medical Assistance in the Context of the War in Ukraine: Challenges and Prospects 319-336
  Tetiana Cherniavska, Bohdan Cherniavskyi
• Graph-Based Approaches for Multimodal Medical Data Processing 337-348
  Iryna Dymun, Oleh Basystiuk, Andriy Dumyn
• Synthesis of Biomedical Images Based on Generative Intelligence Tools 349-362
  Oleh Berezsky, Petro Liashchynskyi, Grygoriy Melnyk, Maksym Dombrovskyi, Mykola Berezkyi
• Exploring the Role of Transformer-Based Language Models in Medical Transcript Summarization 363-370
  Mariia Zimokha, Kyrylo Yemets
• Development and Modeling of Parameter Areas of an Information System for Rehabilitation 371-378
  Solomiia Liaskovska, Yevgen Martyn, Andy Augousti, Svytoslav Kytsara

Session 3

• Artificial Intelligence in Medicine: Small Data Approach 379
  Ivan Izonin, Roman Tkachenko, Iryna Pliss, Yaroslav Tolstyak, Kyrylo Yemets, Olha Chala, Myroslav Havryliuk, Stephane Chretien