Research Publications
AI, computer vision and data security research by Oleksandr Melnychenko and Pavlo Radiuk. Method summaries, evaluation context and links to original publications.
All Publications49Publications
25Journal Articles
22Conference Papers
All Publications
Found 10 of 49 publications
CARDIA-X: Global Semantic Transition and Rough-Set Rules for Auditable Post Hoc Electrocardiographic Explainability
AI 7(9), 376ECGExplainable AIRough SetsResearch Audit
SEMTRA: Global Semantic Transition and Rough-Set Rules for Auditable Post-Hoc Explainability
Machine Learning and Knowledge Extraction 8(7), 181Explainable AIRough SetsSemantic AttributesResearch Audit
WEDD-RST: An interpretive approach to detecting defects in photovoltaic panels in cyber-physical systems
Innovative Technologies and Scientific Solutions for Industries · 2(36), 153-172PhotovoltaicExplainable AIRough SetsSCADA
Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach
Machine Learning and Knowledge Extraction 8(4), 92Explainable AITransition MatricesLie GroupsDeep Learning
Verifiable by Construction: Evidence-Anchored LLMs for Explainable Fake News Detection
ExplAI 2025 · CEUR Workshop Proceedings 4141Fake NewsLLMExplainable AIEvidence Verification
Method for Interpreting Fake News Detection Results Using Large Language Model
Herald of Khmelnytskyi National University. Technical Sciences 359(6.2), 149-156Fake NewsExplainable AILLMHuman Review
Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning
Technologies 13(1), 34ECGArrhythmiaExplainable AICNN+2
Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices
Mathematics 12(7), 1024Explainable AIVisual AnalyticsTransition MatricesDeep Learning+1
Toward Explainable Deep Learning in Healthcare through Transition Matrix and User-Friendly Features
Frontiers in Artificial Intelligence 7, 1482141Explainable AIHealthcareDeep LearningUser-Friendly+1
Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images
ISDMCI 2024Brain TumorMRIExplainable AIMedical Imaging+1