Publications

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 Publications
49Publications
25Journal Articles
22Conference Papers

All Publications

Found 14 of 49 publications
Journal Articles
2026DOI

A Method for Customer Review Sentiment Analysis Based on Hybrid Classification Models to Automate Feedback in IT Project Management

Bohdan Zahurskyi, Eduard Manziuk, Tetiana Skrypnyk, Pavlo Radiuk

Measuring and Computing Devices in Technological Processes · 3, 487-496
Sentiment AnalysisCustomer FeedbackHybrid ClassificationNLP
Journal Articles
2026DOI

Automated Synthesis of Hierarchical Deep Learning Cascades for Identifying Visually Similar Objects in UAV Imagery

Dmytro Borovyk, Oleksander Barmak, Pavlo Radiuk, Iurii Krak

Technologies 14(6), 360
Deep LearningHierarchical ClassificationUAVComputer Vision
Conference Papers
2026

Intelligent Information System for Knowledge Integration into Artificial Intelligence Models

Oleksandr Chaban, Eduard Manziuk, Pavlo Radiuk, Elena Zaitseva, Olena Markevych

AdvAIT 2025 · CEUR Workshop Proceedings 4163
Medical ImagingKnowledge IntegrationCardiac MRIInteroperability
Conference Papers
2025

Verifiable by Construction: Evidence-Anchored LLMs for Explainable Fake News Detection

Andrii Shupta, Pavlo Radiuk, Miroslav Kvassay, Piotr Gaj

ExplAI 2025 · CEUR Workshop Proceedings 4141
Fake NewsLLMExplainable AIEvidence Verification
Journal Articles
2025DOI

Method for Interpreting Fake News Detection Results Using Large Language Model

Stefaniia Vovk, Pavlo Radiuk, Tetiana Skrypnyk

Herald of Khmelnytskyi National University. Technical Sciences 359(6.2), 149-156
Fake NewsExplainable AILLMHuman Review
Conference Papers
2025

EMTKD at the Edge: An Adaptive Multi-Teacher Knowledge Distillation for Robust Cardiac MRI Classification

Oleksandr Chaban, Eduard Manziuk, Olena Markevych, Sergii Petrovskyi, Pavlo Radiuk

doors 2025 · CEUR Workshop Proceedings 3943
Knowledge DistillationCardiac MRIEdge ComputingDomain Adaptation
Journal Articles
2025DOI

Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning

Oleksii Kovalchuk, Oleksandr Barmak, Pavlo Radiuk, Liliana Klymenko, Iurii Krak

Technologies 13(1), 34
ECGArrhythmiaExplainable AICNN+2
Journal Articles
2024DOI

Thermal and RGB Images Work Better Together in Wind Turbine Damage Detection

Serhii Svystun, Oleksandr Melnychenko, Pavlo Radiuk, Oleg Savenko, Anatoliy Sachenko, Andrii Lysyi

International Journal of Computing 23(4), 526-535
Wind TurbineThermal ImagingRGBImage Fusion+2
Journal Articles
2024DOI

Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices

Pavlo Radiuk, Oleksander Barmak, Eduard Manziuk, Iurii Krak

Mathematics 12(7), 1024
Explainable AIVisual AnalyticsTransition MatricesDeep Learning+1
Conference Papers
2024DOI

Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images

Eduard Manziuk, Olexander Barmak, Iurii Krak, Nataliia Petliak, Zhenzhen Jin, Pavlo Radiuk

ISDMCI 2024
Brain TumorMRIExplainable AIMedical Imaging+1
Conference Papers
2024

ECG Arrhythmia Classification and Interpretation using Convolutional Networks for Intelligent IoT Healthcare System

Oleksii Kovalchuk, Olexander Barmak, Pavlo Radiuk, Iurii Krak

ICyberPhyS 2024
ECGArrhythmiaCNNIoT+2
Conference Papers
2023

A Novel Feature Vector for ECG Classification using Deep Learning

Oleksii Kovalchuk, Pavlo Radiuk, Olexander Barmak, Sergii Petrovskyi, Iurii Krak

IntelITSIS 2023
ECGFeature VectorDeep LearningClassification+1
Conference Papers
2022

Convolutional Neural Network for Parking Slots Detection

Pavlo Radiuk, Olga Pavlova, Houda El Bouhissi, Volodymyr Avsiyevych, Volodymyr Kovalenko

IntelITSIS 2022
Parking DetectionCNNComputer VisionSmart Cities+1
Conference Papers
2021

Detection of Early Pneumonia on Individual CT Scans with Dilated Convolutions

Iurii Krak, Olexander Barmak, Pavlo Radiuk

IntelITSIS 2021
PneumoniaCT ScanDilated ConvolutionsMedical Imaging+1