| 2023 | CSIT | Multimodal Learning Analytics: An Overview of the Data Collection Methodology. | Oleh Basystiuk, Nataliia Melnykova, Zoriana Rybchak |
| 2023 | IDDM | Multimodal Medical Data Learning Approaches for Digital Healthcare. | Oleh Basystiuk, Nataliia Melnykova |
| 2023 | IDDM | Classification of Patients with the Development of Alzheimer's Disease using an Ensemble of Machne Learning Models. | Mariia Nykoniuk, Nataliia Melnykova, Yurii Patereha, Dariusz Sala, Dariusz Cichon |
| 2022 | IDDM | Multimodal Approaches for Natural Language Processing in Medical Data. | Oleh Basystiuk, Nataliia Melnykova |
| 2021 | EUSPN | A Novel Approach for the Automatic Detection of COVID in a Patient by Using a Categorization Methods. | Nataliia Melnykova |
| 2021 | EUSPN | Anomalies Detecting in Medical Metrics Using Machine Learning Tools. | Nataliia Melnykova, Roman Kulievych, Yaroslav Vycluk, Kateryna Melnykova, Volodymyr Melnykov |
| 2020 | CSIT | The Investigation of Artificial Intelligence Methods for Identifying States and Analyzing System Transitions Between States. | Nataliia Melnykova, Volodymyr Melnykov, Nataliya Shahovska, Natalia Lysa |
| 2020 | CSIT | The Novel Approach to Modeling the Spread of Viral Infections. | Nataliya Shakhovska, Nataliia Melnykova, Volodymyr Melnykov, Vitaly Mahlovanyj, Nataliya Hrabovska |
| 2020 | IDDM | The Problem of Analysing the Relationships between Individual Characteristics of Individuals with COVID'19. | Nataliia Melnykova, Natalya Shakhovska, Volodymyr Melnykov, Mykola Logoyda, Yulia Peleshchak |
| 2019 | CSIT | The Special Ways for Processing Personalized Data During Voting in Elections. | Nataliia Melnykova, Mykola Buchyn, Solomiia Albota, Solomia Fedushko, Swietlana Kashuba |
| 2019 | EUSPN | Big Data analysis in development of personalized medical system. | Natalia Shakhovska, Solomia Fedushko, Michal Gregus, Nataliia Melnykova, Iryna Shvorob, Yuriy Syerov |
| 2018 | CSIT | Smart Integrated Robotics System for SMEs Controlled by Internet of Things Based on Dynamic Manufacturing Processes. | Yurii Kryvenchuk, Nataliya Shakhovska, Nataliia Melnykova, Roman Holoshchuk |
| 2018 | CSIT | The New Approaches of Heterogeneous Data Consolidation. | Nataliia Melnykova, Uliana Marikutsa, Yurii Kryvenchuk |
| 2018 | CSIT | The Special Ways of Application of Neural Networks for Medical Information Processing. | Nataliia Melnykova, Pavlo Mukalov, Dmytro Kozii |
| 2018 | IDDM | The Personalized Approach to the Processing and Analysis of Patients' Medical Data. | Nataliia Melnykova, Volodymyr Melnykov, Edgars Vasilevskis |
| 2017 | CSIT | Semantic Search Personalized Data as Special Method of Processing Medical Information. | Nataliia Melnykova |