Publications

@article{vozniak2026geo,
  author  = {Vozniak, Volodymyr and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {A Geo-consistent Weather Augmentation Method for Improving UAV Localization Robustness under Adverse Meteorological Conditions},
  journal = {Journal of Intelligent \& Robotic Systems},
  year    = {2026},
  doi     = {10.1007/s10846-026-02454-1}
}

@article{zahurskyi2026method,
  author  = {Zahurskyi, Bohdan and Manziuk, Eduard and Skrypnyk, Tetiana and Radiuk, Pavlo},
  title   = {A method for sentiment analysis of customer reviews based on hybrid classification models for automating feedback in IT project management},
  journal = {Measuring and Computing Devices in Technological Processes},
  number  = {3},
  pages   = {487--496},
  year    = {2026},
  doi     = {10.31891/2219-9365-2026-87-56},
  note    = {In Ukrainian}
}

@article{sachenko2026architecture,
  author  = {Sachenko, Anatoliy and Radiuk, Pavlo and Lysyi, Andrii and Melnychenko, Oleksandr and Zastavnyy, Oleg},
  title   = {Architecture of cyberphysical systems for UAV-based late-fusion defect detection in photovoltaic modules},
  journal = {INNOVATIVE TECHNOLOGIES AND SCIENTIFIC SOLUTIONS FOR INDUSTRIES},
  number  = {1(35)},
  pages   = {79--99},
  year    = {2026},
  doi     = {10.30837/2522-9818.2026.1.079}
}

@article{borovyk2026automated,
  author  = {Borovyk, Dmytro and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {Automated Synthesis of Hierarchical Deep Learning Cascades for Identifying Visually Similar Objects in UAV Imagery},
  journal = {Technologies},
  volume  = {14},
  number  = {6},
  eid     = {360},
  year    = {2026},
  doi     = {10.3390/technologies14060360}
}

@article{radiuk2026cardia,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Klymenko, Liliana and Krak, Iurii},
  title   = {CARDIA-X: Global Semantic Transition and Rough-Set Rules for Auditable Post Hoc Electrocardiographic Explainability},
  journal = {AI},
  volume  = {7},
  number  = {9},
  eid     = {376},
  year    = {2026},
  doi     = {10.3390/ai7090376}
}

@misc{ostrovskyi2026clara,
  author    = {Ostrovskyi, Zakhar and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title     = {CLARA: Cross-View Landmark Acquisition, Retrieval, and Anchoring as an Edge-Deployed Visual Trigger for Loosely Coupled UAV Navigation},
  publisher = {Springer Science, Business Media LLC},
  year      = {2026},
  doi       = {10.21203/rs.3.rs-9958865/v1}
}

@article{radiuk2026equivariant,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Bedratyuk, Leonid and Krak, Iurii},
  title   = {Equivariant Transition Matrices for Explainable Deep Learning: A Lie Group Linearization Approach},
  journal = {Machine Learning and Knowledge Extraction},
  volume  = {8},
  number  = {4},
  eid     = {92},
  year    = {2026},
  doi     = {10.3390/make8040092}
}

@misc{slobodzian2026explainable,
  author    = {Slobodzian, Vitalii and Barmak, Oleksander and Radiuk, Pavlo and Klymenko, Liliana and Krak, Iurii},
  title     = {Explainable Deep Learning for Cardiac MRI: Multi-Stage Segmentation, Cascade Classification, and Visual Interpretation},
  publisher = {Springer Science, Business Media LLC},
  year      = {2026},
  doi       = {10.21203/rs.3.rs-5930463/v1}
}

@inproceedings{chaban2026intelligent,
  author    = {Chaban, Oleksandr and Manziuk, Eduard and Radiuk, Pavlo and Zaitseva, Elena and Markevych, Olena},
  title     = {Intelligent information system for knowledge integration into artificial intelligence models},
  booktitle = {International Workshop on Advanced Applied Information Technologies: AI \& DSS 2025},
  series    = {CEUR Workshop Proceedings},
  volume    = {4163},
  pages     = {145--161},
  publisher = {CEUR-WS.org},
  year      = {2026},
  url       = {https://ceur-ws.org/Vol-4163/paper13.pdf}
}

@article{radiuk2026semtra,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title   = {SEMTRA: Global Semantic Transition and Rough-Set Rules for Auditable Post-Hoc Explainability},
  journal = {Machine Learning and Knowledge Extraction},
  volume  = {8},
  number  = {7},
  eid     = {181},
  year    = {2026},
  doi     = {10.3390/make8070181}
}

@article{ryzhanskyi2026topography,
  author  = {Ryzhanskyi, Oleksander and Barmak, Oleksander and Manziuk, Eduard and Radiuk, Pavlo and Krak, Iurii},
  title   = {Topography-Aware Deep Reinforcement Learning with Contextual Reward Engineering for Sustainable and Efficient Urban Traffic Control},
  journal = {Future Transportation},
  volume  = {6},
  number  = {2},
  eid     = {82},
  year    = {2026},
  doi     = {10.3390/futuretransp6020082}
}

@article{radiuk2026wedd,
  author  = {Radiuk, Pavlo and Sachenko, Anatoliy and Melnychenko, Oleksandr and Brukhanskyi, Ruslan and Kashtalian, Antonina},
  title   = {WEDD-RST: An interpretive approach to detecting defects in photovoltaic panels in cyber-physical systems},
  journal = {INNOVATIVE TECHNOLOGIES AND SCIENTIFIC SOLUTIONS FOR INDUSTRIES},
  number  = {2(36)},
  pages   = {153--172},
  year    = {2026},
  doi     = {10.30837/2522-9818.2026.2.153}
}

@article{vovk2025method,
  author  = {Vovk, Stefaniia and Radiuk, Pavlo and Skrypnyk, Tetiana},
  title   = {A method for interpreting fake news detection results using a large language model},
  journal = {Herald of Khmelnytskyi National University. Technical Sciences},
  volume  = {359},
  number  = {6.2},
  pages   = {149--156},
  year    = {2025},
  doi     = {10.31891/2307-5732-2025-359-91},
  note    = {In Ukrainian}
}

@inproceedings{ryzhanskyi2025ai,
  author    = {Ryzhanskyi, Oleksander and Pavlyshyn, Vitaliy and Radiuk, Pavlo and Manziuk, Eduard and Barmak, Oleksander and Krak, Iurii},
  title     = {AI-Driven Traffic Signal Control System to Reduce CO2 Emissions},
  booktitle = {YAISD Workshops 2025},
  series    = {CEUR Workshop Proceedings},
  volume    = {3974},
  pages     = {18--27},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3974/paper02.pdf}
}

@article{pavlyshyn2025adaptive,
  author  = {Pavlyshyn, Vitaliy and Manziuk, Eduard and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {An Adaptive Machine Learning Approach to Sustainable Traffic Planning: High-Fidelity Pattern Recognition in Smart Transportation Systems},
  journal = {Future Transportation},
  volume  = {5},
  number  = {4},
  eid     = {152},
  year    = {2025},
  doi     = {10.3390/futuretransp5040152}
}

@article{radiuk2025criticality,
  author  = {Radiuk, Pavlo and Rusyn, Bohdan and Melnychenko, Oleksandr and Perzynski, Tomasz and Sachenko, Anatoliy and Svystun, Serhii and Savenko, Oleg},
  title   = {Criticality Assessment of Wind Turbine Defects via Multispectral UAV Fusion and Fuzzy Logic},
  journal = {Energies},
  volume  = {18},
  number  = {17},
  eid     = {4523},
  year    = {2025},
  doi     = {10.3390/en18174523}
}

@inproceedings{svystun2025determining,
  author    = {Svystun, Serhii and Melnychenko, Oleksandr and Radiuk, Pavlo and Lysyi, Andrii and Sachenko, Anatoliy},
  title     = {Determining the criticality assessment of defects on wind turbine components detected by UAV sensors},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2025 Proceedings of the The 6th International Workshop on Intelligent Information Technologies \& Systems of Information Security (IntelITSIS 2025) Khmelnytskyi, Ukraine, April 4, 2025},
  series    = {CEUR Workshop Proceedings},
  volume    = {3963},
  pages     = {351--362},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3963/paper28.pdf}
}

@inproceedings{svystun2025distributed,
  author    = {Svystun, Serhii and Melnychenko, Oleksandr and Radiuk, Pavlo and Savenko, Oleg and Lysyi, Andrii},
  title     = {Distributed intelligent system architecture for UAV-Assisted monitoring of wind energy infrastructure},
  booktitle = {The 1st International Workshop on Advanced Applied Information Technologies},
  series    = {CEUR Workshop Proceedings},
  volume    = {3899},
  pages     = {150--161},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3899/paper14.pdf}
}

@article{svystun2025dytam,
  author  = {Svystun, Serhii and Scislo, Lukasz and Pawlik, Marcin and Melnychenko, Oleksandr and Radiuk, Pavlo and Savenko, Oleg and Sachenko, Anatoliy},
  title   = {DyTAM: Accelerating Wind Turbine Inspections with Dynamic UAV Trajectory Adaptation},
  journal = {Energies},
  volume  = {18},
  number  = {7},
  eid     = {1823},
  year    = {2025},
  doi     = {10.3390/en18071823}
}

@inproceedings{chaban2025emtkd,
  author    = {Chaban, Oleksandr and Manziuk, Eduard and Markevych, Olena and Petrovskyi, Sergii and Radiuk, Pavlo},
  title     = {EMTKD at the edge: An adaptive multi-teacher knowledge distillation for robust cardiac MRI classification},
  booktitle = {5th Edge Computing Workshop},
  series    = {CEUR Workshop Proceedings},
  volume    = {3943},
  pages     = {42--57},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3943/paper09.pdf}
}

@article{lysyi2025enhanced,
  author  = {Lysyi, Andrii and Sachenko, Anatoliy and Radiuk, Pavlo and Melnychenko, Oleksandr and Ishchuk, Oleksii and Savenko, Oleg},
  title   = {Enhanced fire hazard detection in solar power plants: an integrated UAV, AI, and SCADA-based approach},
  journal = {Radioelectronic and Computer Systems},
  volume  = {2025},
  number  = {2},
  year    = {2025},
  doi     = {10.32620/reks.2025.2.06}
}

@inproceedings{pavlyshyn2025establishing,
  author    = {Pavlyshyn, Vitaliy and Ryzhanskyi, Oleksander and Manziuk, Eduard and Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title     = {Establishing Patterns of the Urban Transport Flows on Clustering Analysis},
  booktitle = {YAISD Workshops 2025},
  series    = {CEUR Workshop Proceedings},
  volume    = {3974},
  pages     = {1--9},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3974/paper01.pdf}
}

@inproceedings{shupta2025feature,
  author    = {Shupta, Andrii and Radiuk, Pavlo and Krak, Iurii},
  title     = {Feature Computation Procedure for Fake News Detection: An LLM-Based Extraction Approach},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2025 Proceedings of the The 6th International Workshop on Intelligent Information Technologies \& Systems of Information Security (IntelITSIS 2025) Khmelnytskyi, Ukraine, April 4, 2025},
  series    = {CEUR Workshop Proceedings},
  volume    = {3963},
  pages     = {112--124},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3963/paper10.pdf}
}

@article{borovyk2025hierarchical,
  author  = {Borovyk, Dmytro and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {Hierarchical Deep Learning Model for Identifying Similar Targets in UAV Imagery},
  journal = {Drones},
  volume  = {9},
  number  = {11},
  eid     = {743},
  year    = {2025},
  doi     = {10.3390/drones9110743}
}

@article{chaban2025method,
  author  = {Chaban, Oleksandr and Manziuk, Eduard and Radiuk, Pavlo},
  title   = {Method of adaptive knowledge distillation from multi-teacher to student deep learning models},
  journal = {Journal of Edge Computing},
  volume  = {4},
  number  = {2},
  pages   = {159--178},
  year    = {2025},
  doi     = {10.55056/jec.978}
}

@article{lysyi2025method,
  author  = {Lysyi, Andrii and Sachenko, Anatoliy and Radiuk, Pavlo and Melnychenko, Oleksandr and Zahorodnia, Diana},
  title   = {Method of UAV-based inspection of photovoltaic modules using thermal and RGB data fusion},
  journal = {Radioelectronic and Computer Systems},
  volume  = {2025},
  number  = {4},
  pages   = {186--205},
  year    = {2025},
  doi     = {10.32620/reks.2025.4.13}
}

@inproceedings{slobodzian2025multi,
  author    = {Slobodzian, Vitalii and Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title     = {Multi-stage Segmentation and Cascade Classification Methods for Improving Cardiac MRI Analysis},
  booktitle = {Information Technology and Implementation 2024},
  series    = {CEUR Workshop Proceedings},
  volume    = {3909},
  pages     = {84--98},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-3909/Paper_7.pdf}
}

@article{svystun2025thermal,
  author  = {Svystun, Serhii and Melnychenko, Oleksandr and Radiuk, Pavlo and Savenko, Oleg and Sachenko, Anatoliy and Lysyi, Andrii},
  title   = {Thermal and RGB Images Work Better Together in Wind Turbine Damage Detection},
  journal = {International Journal of Computing},
  pages   = {526--535},
  year    = {2025},
  doi     = {10.47839/ijc.23.4.3752}
}

@article{kovalchuk2025transparent,
  author  = {Kovalchuk, Oleksii and Barmak, Oleksander and Radiuk, Pavlo and Klymenko, Liliana and Krak, Iurii},
  title   = {Towards Transparent AI in Medicine: ECG-Based Arrhythmia Detection with Explainable Deep Learning},
  journal = {Technologies},
  volume  = {13},
  number  = {1},
  eid     = {34},
  year    = {2025},
  doi     = {10.3390/technologies13010034}
}

@article{ostrovskyi2025unsupervised,
  author  = {Ostrovskyi, Zakhar and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {Unsupervised Knowledge Extraction of Distinctive Landmarks from Earth Imagery Using Deep Feature Outliers for Robust UAV Geo-Localization},
  journal = {Machine Learning and Knowledge Extraction},
  volume  = {7},
  number  = {3},
  eid     = {81},
  year    = {2025},
  doi     = {10.3390/make7030081}
}

@inproceedings{shupta2025verifiable,
  author    = {Shupta, Andrii and Radiuk, Pavlo and Kvassay, Miroslav and Gaj, Piotr},
  title     = {Verifiable by construction: Evidence-anchored LLMs for explainable fake news detection},
  booktitle = {Advanced AI in Explainability and Ethics for the Sustainable Development Goals},
  series    = {CEUR Workshop Proceedings},
  volume    = {4141},
  pages     = {168--182},
  publisher = {CEUR-WS.org},
  year      = {2025},
  url       = {https://ceur-ws.org/Vol-4141/paper14.pdf}
}

@inproceedings{svystun2025yolo,
  author    = {Svystun, Serhii and Radiuk, Pavlo and Melnychenko, Oleksandr and Savenko, Oleg and Sachenko, Anatoliy},
  title     = {YOLO Ensemble for UAV-based Multispectral Defect Detection in Wind Turbine Components},
  booktitle = {2025 IEEE 13th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)},
  pages     = {11--16},
  publisher = {IEEE},
  year      = {2025},
  doi       = {10.1109/IDAACS68557.2025.11322062}
}

@inproceedings{svystun2024dynamic,
  author    = {Svystun, Serhii and Melnychenko, Oleksandr and Radiuk, Pavlo and Savenko, Oleg and Sachenko, Anatoliy and Lysyi, Andrii},
  title     = {Dynamic Trajectory Adaptation for Efficient UAV Inspections of Wind Energy Units},
  booktitle = {2024 14th International Conference on Dependable Systems, Services and Technologies (DESSERT)},
  pages     = {1--7},
  publisher = {IEEE},
  year      = {2024},
  doi       = {10.1109/DESSERT65323.2024.11122243}
}

@inproceedings{kovalchuk2024ecg,
  author    = {Kovalchuk, Oleksii and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title     = {ECG Arrhythmia Classification and Interpretation using Convolutional Networks for Intelligent IoT Healthcare System},
  booktitle = {Intelligent \& CyberPhysical Systems 2024},
  series    = {CEUR Workshop Proceedings},
  volume    = {3736},
  pages     = {47--62},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3736/paper4.pdf}
}

@inproceedings{radiuk2024explainableb,
  author    = {Radiuk, Pavlo and Barmak, Oleksander and Manziuk, Eduard and Krak, Iurii},
  title     = {Explainable Artificial Intelligence: Transitioning DL Model Decisions to User-Understandable Features in Healthcare},
  booktitle = {4th International Workshop of IT-professionals on Artificial Intelligence 2024},
  series    = {CEUR Workshop Proceedings},
  volume    = {3777},
  pages     = {185--199},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3777/paper12.pdf}
}

@incollection{manziuk2024explainable,
  author    = {Manziuk, Eduard and Barmak, Oleksander and Krak, Iurii and Petliak, Nataliia and Jin, Zhenzhen and Radiuk, Pavlo},
  title     = {Explainable Deep Learning for Interpretable Brain Tumor Diagnosis from MRI Images},
  booktitle = {Lecture Notes on Data Engineering and Communications Technologies},
  pages     = {326--348},
  publisher = {Springer Nature Switzerland},
  year      = {2024},
  doi       = {10.1007/978-3-031-70959-3_17}
}

@article{radiuk2024explainable,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Manziuk, Eduard and Krak, Iurii},
  title   = {Explainable Deep Learning: A Visual Analytics Approach with Transition Matrices},
  journal = {Mathematics},
  volume  = {12},
  number  = {7},
  eid     = {1024},
  year    = {2024},
  doi     = {10.3390/math12071024}
}

@inproceedings{manziuk2024integration,
  author    = {Manziuk, Eduard and Barmak, Oleksander and Radiuk, Pavlo and Kuznetsov, Vladislav and Krak, Iurii and Yakovlev, Sergiy},
  title     = {Integration of Contextual Descriptors in Ontology Alignment for Enrichment of Semantic Correspondence},
  booktitle = {2024 14th International Conference on Dependable Systems, Services and Technologies (DESSERT)},
  pages     = {1--7},
  publisher = {IEEE},
  year      = {2024},
  doi       = {10.1109/DESSERT65323.2024.11122179}
}

@article{melnychenko2024intelligent,
  author  = {Melnychenko, Oleksandr and Scislo, Lukasz and Savenko, Oleg and Sachenko, Anatoliy and Radiuk, Pavlo},
  title   = {Intelligent Integrated System for Fruit Detection Using Multi-UAV Imaging and Deep Learning},
  journal = {Sensors},
  volume  = {24},
  number  = {6},
  eid     = {1913},
  year    = {2024},
  doi     = {10.3390/s24061913}
}

@inproceedings{manziuk2024interpretable,
  author    = {Manziuk, Eduard and Barmak, Oleksander and Krak, Iurii and Petliak, Nataliia and Jin, Zhenzhen and Radiuk, Pavlo},
  title     = {Interpretable deep learning method for medical image diagnosis},
  booktitle = {Proceedings of the International Scientific Conference Intellectual Systems of Decision Making and Problems of Computational Intelligence (ISDMCI'2024)},
  pages     = {26--28},
  address   = {Khmelnytskyi, Ukraine – Ústí nad Labem, Czech Republic},
  year      = {2024}
}

@inproceedings{slobodzian2024myocardium,
  author    = {Slobodzian, Vitalii and Radiuk, Pavlo and Zingailo, Anastasiia and Barmak, Oleksander and Krak, Iurii},
  title     = {Myocardium Segmentation using Two-Step Deep Learning with Smoothed Masks by Gaussian Blur},
  booktitle = {Informatics \& Data-Driven Medicine 2023},
  series    = {CEUR Workshop Proceedings},
  volume    = {3609},
  pages     = {77--91},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3609/paper7.pdf}
}

@inproceedings{svystun2024precision,
  author    = {Svystun, Serhii and Melnychenko, Oleksandr and Radiuk, Pavlo and Savenko, Oleg and Sachenko, Anatoliy},
  title     = {Precision Slicing for Enhanced Defect Detection in High-Resolution Wind Turbine Blade Imagery},
  booktitle = {Intelligent \& CyberPhysical Systems 2024},
  series    = {CEUR Workshop Proceedings},
  volume    = {3736},
  pages     = {1--18},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3736/paper1.pdf}
}

@inproceedings{manziuk2024representation,
  author    = {Manziuk, Eduard and Barmak, Oleksander and Radiuk, Pavlo and Kuznetsov, Vladislav and Krak, Iurii},
  title     = {Representation of Trustworthiness Components in AI Systems: A Formalized Approach Considering Interconnections and Overlap},
  booktitle = {4th International Workshop of IT-professionals on Artificial Intelligence 2024},
  series    = {CEUR Workshop Proceedings},
  volume    = {3777},
  pages     = {405--417},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3777/paper25.pdf}
}

@inproceedings{kovalchuk2024robust,
  author    = {Kovalchuk, Oleksii and Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title     = {Robust R-peak Detection using Deep Learning based on Integrating Domain Knowledge},
  booktitle = {Informatics \& Data-Driven Medicine 2023},
  series    = {CEUR Workshop Proceedings},
  volume    = {3609},
  pages     = {1--14},
  publisher = {CEUR-WS.org},
  year      = {2024},
  url       = {https://ceur-ws.org/Vol-3609/paper1.pdf}
}

@article{barmak2024explainable,
  author  = {Barmak, Oleksander and Krak, Iurii and Yakovlev, Sergiy and Manziuk, Eduard and Radiuk, Pavlo and Kuznetsov, Vladislav},
  title   = {Toward explainable deep learning in healthcare through transition matrix and user-friendly features},
  journal = {Frontiers in Artificial Intelligence},
  volume  = {7},
  eid     = {1482141},
  year    = {2024},
  doi     = {10.3389/frai.2024.1482141}
}

@inproceedings{kovalchuk2023novel,
  author    = {Kovalchuk, Oleksii and Radiuk, Pavlo and Barmak, Oleksander and Petrovskyi, Sergii and Krak, Iurii},
  title     = {A Novel Feature Vector for ECG Classification using Deep Learning},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2023},
  series    = {CEUR Workshop Proceedings},
  volume    = {3373},
  pages     = {227--238},
  publisher = {CEUR-WS.org},
  year      = {2023},
  url       = {https://ceur-ws.org/Vol-3373/paper12.pdf}
}

@incollection{krak2023analysis,
  author    = {Krak, Iurii and Kuznetsov, Vladislav and Kondratiuk, Serhii and Azarova, Larisa and Barmak, Oleksander and Radiuk, Pavlo},
  title     = {Analysis of Deep Learning Methods in Adaptation to the Small Data Problem Solving},
  booktitle = {Lecture Notes on Data Engineering and Communications Technologies},
  pages     = {333--352},
  publisher = {Springer International Publishing},
  year      = {2023},
  doi       = {10.1007/978-3-031-16203-9_20}
}

@inproceedings{melnychenko2023apple,
  author    = {Melnychenko, Oleksandr and Savenko, Oleg and Radiuk, Pavlo},
  title     = {Apple Detection with Occlusions Using Modified YOLOv5-v1},
  booktitle = {2023 IEEE 12th International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)},
  pages     = {107--112},
  publisher = {IEEE},
  year      = {2023},
  doi       = {10.1109/IDAACS58523.2023.10348779}
}

@article{kalyta2023facial,
  author  = {Kalyta, Oleg and Barmak, Oleksander and Radiuk, Pavlo and Krak, Iurii},
  title   = {Facial Emotion Recognition for Photo and Video Surveillance Based on Machine Learning and Visual Analytics},
  journal = {Applied Sciences},
  volume  = {13},
  number  = {17},
  eid     = {9890},
  year    = {2023},
  doi     = {10.3390/app13179890}
}

@inproceedings{radiuk2022ensemble,
  author    = {Radiuk, Pavlo and Pavlova, Olga and Hrypynska, Nadiia},
  title     = {An Ensemble Machine Learning Approach for Twitter Sentiment Analysis},
  booktitle = {Computational Linguistics and Intelligent Systems},
  series    = {CEUR Workshop Proceedings},
  volume    = {3171},
  pages     = {387--397},
  publisher = {CEUR-WS.org},
  year      = {2022},
  url       = {https://ceur-ws.org/Vol-3171/paper32.pdf}
}

@inproceedings{radiuk2022convolutional,
  author    = {Radiuk, Pavlo and Pavlova, Olga and Bouhissi, Houda El and Avsiyevych, Volodymyr and Kovalenko, Volodymyr},
  title     = {Convolutional Neural Network for Parking Slots Detection},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2022},
  series    = {CEUR Workshop Proceedings},
  volume    = {3156},
  pages     = {284--293},
  publisher = {CEUR-WS.org},
  year      = {2022},
  url       = {https://ceur-ws.org/Vol-3156/paper21.pdf}
}

@inproceedings{radiuk2022human,
  author    = {Radiuk, Pavlo and Kovalchuk, Oleksii and Slobodzian, Vitalii and Manziuk, Eduard and Barmak, Oleksander and Krak, Iurii},
  title     = {Human-in-the-Loop Approach Based on MRI and ECG for Healthcare Diagnosis},
  booktitle = {Informatics \& Data-Driven Medicine},
  series    = {CEUR Workshop Proceedings},
  volume    = {3302},
  pages     = {9--20},
  publisher = {CEUR-WS.org},
  year      = {2022},
  url       = {https://ceur-ws.org/Vol-3302/paper1.pdf}
}

@article{pavlova2022information,
  author  = {Pavlova, Olga and Radiuk, Pavlo and Kravchuk, Sofiia and Kulbachnyi, Vladyslav},
  title   = {Information system for public places and institutions visualization with opportunities of inclusive access and optimal routing},
  journal = {Computer systems and information technologies},
  number  = {1},
  pages   = {62--68},
  year    = {2022},
  doi     = {10.31891/CSIT-2022-1-8}
}

@inproceedings{kalyta2022method,
  author    = {Kalyta, Oleg and Krak, Iurii and Barmak, Oleksander and Wojcik, Waldemar and Radiuk, Pavlo},
  title     = {Method of Facial Geometric Feature Representation for Information Security Systems},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2022},
  series    = {CEUR Workshop Proceedings},
  volume    = {3156},
  pages     = {319--328},
  publisher = {CEUR-WS.org},
  year      = {2022},
  url       = {https://ceur-ws.org/Vol-3156/paper24.pdf}
}

@article{manziuk2022semantic,
  author  = {Manziuk, Eduard and Barmak, Oleksander and Krak, Iurii and Pasichnyk, O.a. and Radiuk, Pavlo and Mazurets, O.v.},
  title   = {Semantic alignment of ontologies meaningful categories with the generalization of descriptive structures},
  journal = {PROBLEMS IN PROGRAMMING},
  number  = {3-4},
  pages   = {355--363},
  year    = {2022},
  doi     = {10.15407/pp2022.03-04.355}
}

@inproceedings{radiuk2021mental,
  author    = {Radiuk, Pavlo},
  title     = {A mental model approach for making decisions in IT project management},
  booktitle = {XIII All-Ukrainian Scientific and Practical Conference “Actual Problems of Computer Science” (APKN-2021)},
  pages     = {381--384},
  address   = {Khmelnytskyi, Ukraine},
  year      = {2021}
}

@article{radiuk2021approach,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title   = {An Approach to Early Diagnosis of Pneumonia on Individual Radiographs based on the CNN Information Technology},
  journal = {The Open Bioinformatics Journal},
  volume  = {14},
  number  = {1},
  pages   = {93--107},
  year    = {2021},
  doi     = {10.2174/1875036202114010093}
}

@article{radiuk2021applying,
  author  = {Radiuk, Pavlo and Skrypnyk, Tetiana and Karlechuk, Dmytro},
  title   = {Applying mental models to making controlled critically safe decisions in IT project management},
  journal = {Herald of Khmelnytskyi National University},
  volume  = {301},
  number  = {5},
  pages   = {32--35},
  year    = {2021},
  doi     = {10.31891/2307-5732-2021-301-5-32-35}
}

@article{barmak2021approaches,
  author  = {Barmak, Oleksander and Radiuk, Pavlo and Molchanova, Maryna and Sobko, Olena},
  title   = {Approaches to practical analysis of computing algorithms},
  journal = {Herald of Khmelnytskyi National University. Technical Sciences},
  volume  = {303},
  number  = {6},
  pages   = {102--105},
  year    = {2021},
  doi     = {10.31891/2307-5732-2021-303-6-102-105},
  note    = {In Ukrainian}
}

@inproceedings{krak2021detection,
  author    = {Krak, Iurii and Barmak, Oleksander and Radiuk, Pavlo},
  title     = {Detection of Early Pneumonia on Individual CT Scans with Dilated Convolutions},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security 2021},
  series    = {CEUR Workshop Proceedings},
  volume    = {2853},
  pages     = {214--227},
  publisher = {CEUR-WS.org},
  year      = {2021},
  url       = {https://ceur-ws.org/Vol-2853/paper20.pdf}
}

@article{radiuk2021information,
  author  = {Radiuk, Pavlo and Barmak, Oleksander and Krak, Iurii},
  title   = {Information technology for early diagnosis of pneumonia using convolutional neural networks},
  journal = {Problems of Control and Informatics},
  volume  = {66},
  number  = {3},
  pages   = {101--114},
  year    = {2021},
  doi     = {10.34229/1028-0979-2021-3-9},
  note    = {In Ukrainian}
}

@article{barmak2021information,
  author  = {Barmak, Oleksander and Radiuk, Pavlo},
  title   = {Information technology of visual analysis of X-ray images for interpretation of pneumonia diagnostic results},
  journal = {Herald of Khmelnytskyi National University. Technical Sciences},
  volume  = {295},
  number  = {2},
  pages   = {52--55},
  year    = {2021},
  doi     = {10.31891/2307-5732-2021-295-2-52-55},
  note    = {In Ukrainian}
}

@article{radiuk2021intelligent,
  author  = {Radiuk, Pavlo and Mazurets, O.v. and Skrypnyk, Tetiana and Moroz, Oleksandr},
  title   = {Intelligent data analysis using artificial neural networks for decision making in the education domain},
  journal = {Herald of Khmelnytskyi National University},
  volume  = {303},
  number  = {6},
  pages   = {111--114},
  year    = {2021},
  doi     = {10.31891/2307-5732-2021-303-6-111-114}
}

@article{radiuk2021web,
  author  = {Radiuk, Pavlo and Barmak, Oleksander},
  title   = {Web-based information technology for classifying and interpreting early pneumonia based on fine-tuned convolutional neural network},
  journal = {Computer systems and information technologies},
  number  = {1},
  pages   = {12--18},
  year    = {2021},
  doi     = {10.31891/CSIT-2021-3-2}
}

@inproceedings{radiuk2020framework,
  author    = {Radiuk, Pavlo and Hrypynska, Nadiia},
  title     = {A Framework for Exploring and Modelling Neural Architecture Search Methods},
  booktitle = {Computational Linguistics and Intelligent Systems},
  series    = {CEUR Workshop Proceedings},
  volume    = {2604},
  pages     = {1060--1074},
  publisher = {CEUR-WS.org},
  year      = {2020},
  url       = {https://ceur-ws.org/Vol-2604/paper70.pdf}
}

@inproceedings{radiuk2020strategy,
  author    = {Radiuk, Pavlo},
  title     = {A strategy for searching for the optimal convolutional neural network architecture},
  booktitle = {VIII All-Ukrainian Scientific and Practical Conference on Automatic Control},
  pages     = {35--36},
  address   = {Kherson, Ukraine},
  year      = {2020},
  note      = {In Ukrainian}
}

@article{radiuk2020approach,
  author  = {Radiuk, Pavlo},
  title   = {An approach to accelerating convolutional neural network training by tuning training hyperparameters},
  journal = {Computer Systems and Information Technologies},
  volume  = {2},
  number  = {2},
  pages   = {32--37},
  year    = {2020},
  doi     = {10.31891/CSIT-2020-2-5},
  note    = {In Ukrainian}
}

@article{radiuk2020application,
  author  = {Radiuk, Pavlo},
  title   = {Application of a genetic algorithm to search for the optimal convolutional neural network architecture with weight distribution},
  journal = {Herald of Khmelnytskyi National University. Technical sciences},
  volume  = {281},
  number  = {1},
  pages   = {7--11},
  year    = {2020},
  doi     = {10.31891/2307-5732-2020-281-1-7-11}
}

@article{radiuk2020applying,
  author  = {Radiuk, Pavlo},
  title   = {Applying 3D U-Net Architecture to the Task of Multi-Organ Segmentation in Computed Tomography},
  journal = {Applied Computer Systems},
  volume  = {25},
  number  = {1},
  pages   = {43--50},
  year    = {2020},
  doi     = {10.2478/acss-2020-0005}
}

@inproceedings{hrypynska2020convolutional,
  author    = {Hrypynska, Nadiia and Kolomiiets, O and Radiuk, Pavlo},
  title     = {Convolutional neural network for image-based waste classification},
  booktitle = {VI International Scientific and Practical Conference “Computer Modeling and Optimization of Complex Systems” (CMOCS-2020)},
  pages     = {112--113},
  address   = {Dnipro, Ukraine},
  year      = {2020}
}

@inproceedings{radiuk2020heuristic,
  author    = {Radiuk, Pavlo and Kutucu, Hakan},
  title     = {Heuristic Architecture Search Using Network Morphism for Chest X-Ray Classification},
  booktitle = {Intelligent Information Technologies \& Systems of Information Security},
  series    = {CEUR Workshop Proceedings},
  volume    = {2623},
  pages     = {107--121},
  publisher = {CEUR-WS.org},
  year      = {2020},
  url       = {https://ceur-ws.org/Vol-2623/paper11.pdf}
}

@inproceedings{krak2020information,
  author    = {Krak, Iurii and Barmak, Oleksander and Radiuk, Pavlo},
  title     = {Information Technology for Early Diagnosis of Pneumonia on Individual Radiographs},
  booktitle = {The 3rd International Conference on Informatics \& Data-Driven Medicine},
  series    = {CEUR Workshop Proceedings},
  volume    = {2753},
  pages     = {11--21},
  publisher = {CEUR-WS.org},
  year      = {2020},
  url       = {https://ceur-ws.org/Vol-2753/paper3.pdf}
}

@inproceedings{hrypynska2020search,
  author    = {Hrypynska, Nadiia and Radiuk, Pavlo},
  title     = {Search space for the neural network architecture optimization problem},
  booktitle = {IX International Scientific and Practical Conference},
  pages     = {308--311},
  address   = {Kherson, Ukraine},
  year      = {2020},
  note      = {In Ukrainian}
}

@inproceedings{radiuk2019analysis,
  author    = {Radiuk, Pavlo},
  title     = {Analysis of the application of neural network modelling methods for medical image processing},
  booktitle = {V International Scientific and Practical Conference “Intelligent Solutions: Computational Intelligence”},
  pages     = {273--274},
  address   = {Uzhhorod, Ukraine},
  year      = {2019},
  note      = {In Ukrainian}
}

@article{radiuk2018neuroevolution,
  author  = {Radiuk, Pavlo},
  title   = {Neuroevolution of convolutional neural networks for the classification of lung cancer images},
  journal = {Herald of Khmelnytskyi National University. Technical Sciences},
  volume  = {267},
  number  = {6(2)},
  pages   = {188--192},
  year    = {2018}
}

@article{radiuk2017impact,
  author  = {Radiuk, Pavlo},
  title   = {Impact of Training Set Batch Size on the Performance of Convolutional Neural Networks for Diverse Datasets},
  journal = {Information Technology and Management Science},
  volume  = {20},
  number  = {1},
  year    = {2017},
  doi     = {10.1515/itms-2017-0003}
}