Mikel Hernandez

11 papers B 1Journal 5Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees.
Frontiers Digit. Health
Mikel Hernandez, Pablo A. Osorio-Marulanda, Mikel Catalina, Lorea Loinaz, Gorka Epelde, Naiara Aginako
2025 — conf
Exploring FIWARE-Based Data Model for Data Sharing Platforms.
AIAI (4)
Ioanna Boutziona, Nikos Tsolakis, Christoniki Maga-Nteve, Mikel Catalina, Mikel Hernandez, Gorka Epelde, Panagiotis D. Bamidis, Evdokimos I. Konstantinidis, Georgios Meditskos, Stefanos Vrochidis
2024 J jnl
A Secure Data Publishing and Access Service for Sensitive Data from Living Labs: Enabling Collaboration with External Researchers via Shareable Data.
Big Data Cogn. Comput.
Mikel Hernandez, Evdokimos I. Konstantinidis, Gorka Epelde, Francisco Londoño, Despoina Petsani, Michalis Timoleon, Vasiliki Fiska, Lampros Mpaltadoros, Christoniki Maga-Nteve, Ilias Machairas, Panagiotis D. Bamidis
2024 J jnl
Comparative assessment of synthetic time series generation approaches in healthcare: leveraging patient metadata for accurate data synthesis.
BMC Medical Informatics Decis. Mak.
Imanol Isasa, Mikel Hernandez, Gorka Epelde, Francisco Londoño, Andoni Beristain, Xabat Larrea, Ane Alberdi, Panagiotis D. Bamidis, Evdokimos I. Konstantinidis
2024 — conf
Evaluation of Synthetic Data Generation Models for Balancing Multiclass Metabolomic Profiles.
ICBRA
Saioa Elizondo, Mikel Hernandez, Francisco J. Londono-Hoyos, Andoni Beristain, Rubén Gil-Redondo, Ricardo Conde, Óscar Millet, Gorka Epelde Unanue
2024 — conf
Implementation and Evaluation of Models for Synthetic Generation of Spectral Signals to Balance Metabolomic Data.
ICBRA
María Martin Asiain, Francisco J. Londono-Hoyos, Mikel Hernandez, Gorka Epelde Unanue, Rubén Gil-Redondo, Ricardo Conde, Óscar Millet, Andoni Beristain
2024 J jnl
Privacy Mechanisms and Evaluation Metrics for Synthetic Data Generation: A Systematic Review.
IEEE Access
Pablo A. Osorio-Marulanda, Gorka Epelde, Mikel Hernandez, Imanol Isasa, Nicolas Moreno Reyes, Andoni Beristain Iraola
2023 B conf
Effect of incorporating metadata to the generation of synthetic time series in a healthcare context.
CBMS
Imanol Isasa, Mikel Hernandez, Gorka Epelde, Francisco Londoño, Andoni Beristain, Ane Alberdi, Panagiotis D. Bamidis, Evdokimos I. Konstantinidis
2022 — conf
Comparative Evaluation of Oversampling Techniques for Balancing Metabolic Profiles.
ICBRA
Mikel Hernandez, Gorka Epelde, Rubén Gil-Redondo, Nieves Embade, Ane Alberdi, Iván Macía, Óscar Millet
2022 — conf
Standardized and extensible reference data model for clinical research in Living Labs.
EUSPN/ICTH
Christoniki Maga-Nteve, Gorka Epelde, Mikel Hernandez, Nikos Tsolakis, Evdokimos I. Konstantinidis, Georgios Meditskos, Panagiotis D. Bamidis, Stefanos Vrochidis
2022 J jnl
Synthetic data generation for tabular health records: A systematic review.
Neurocomputing
Mikel Hernandez, Gorka Epelde, Ane Alberdi, Rodrigo Cilla, Debbie Rankin