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 5 of 49 publications
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
Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach
Machine Learning and Knowledge Extraction 8(4), 92Explainable AITransition MatricesLie GroupsDeep Learning
An Adaptive Machine Learning Approach to Sustainable Traffic Planning: High-Fidelity Pattern Recognition in Smart Transportation Systems
Future Transportation 5(4), 152Traffic PlanningMachine LearningSmart TransportationPattern Recognition+1
Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization
Machine Learning and Knowledge Extraction 7(3), 81UAVGeo-LocalizationLandmark DetectionDeep Learning+1
An Ensemble Machine Learning Approach for Twitter Sentiment Analysis
COLINS 2022Sentiment AnalysisTwitterEnsemble LearningNLP+1