Gorka Epelde

Basque Government — Spain

Computer Science · Physical Sciences

14h-index984citations78works3.52yr avg
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Research Topics

Privacy-Preserving Technologies in Data(11), Data Quality and Management(11), Context-Aware Activity Recognition Systems(9), Genetics, Aging, and Longevity in Model Organisms(9), Artificial Intelligence in Healthcare(8)

Publications78 total

Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study
JMIR Medical Informatics·2025Open Access
Differentially Private Non Parametric Copulas: Generating Synthetic Data with Non Parametric Copulas Under Privacy Guarantees
2025
Comprehensive evaluation framework for synthetic tabular data in health: fidelity, utility and privacy analysis of generative models with and without privacy guarantees
Frontiers in Digital Health·2025· 9 citedOpen Access
Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study (Preprint)
2025Open Access
An approach to boost adherence to self-data reporting in mHealth applications for users without specific health conditions
BMC Medical Informatics and Decision Making·2025· 2 citedOpen Access
Exploring FIWARE-Based Data Model for Data Sharing Platforms
IFIP advances in information and communication technology·2025
A discovery portal for smart health-related data exploration and management based on a hybrid Service-and-Data-Oriented Architecture
2024
Differentially Private Non Parametric Copulas: Generating synthetic data with non parametric copulas under privacy guarantees
arXiv (Cornell University)·2024· 1 citedOpen Access
Evaluation of Synthetic Data Generation Models for Balancing Multiclass Metabolomic Profiles
2024
Implementation and Evaluation of Models for Synthetic Generation of Spectral Signals to Balance Metabolomic Data
2024
A Secure Data Publishing and Access Service for Sensitive Data from Living Labs: Enabling Collaboration with External Researchers via Shareable Data
Big Data and Cognitive Computing·2024· 3 citedOpen Access
Categorizing digital data collection and intervention tools in health and wellbeing living lab settings: A modified Delphi study
International Journal of Medical Informatics·2024· 4 citedOpen Access
Comparative assessment of synthetic time series generation approaches in healthcare: leveraging patient metadata for accurate data synthesis
BMC Medical Informatics and Decision Making·2024· 11 citedOpen Access
Privacy Mechanisms and Evaluation Metrics for Synthetic Data Generation: A Systematic Review
IEEE Access·2024· 19 citedOpen Access
Effect of incorporating metadata to the generation of synthetic time series in a healthcare context
2023· 4 citedOpen Access
RAISE Community
Zenodo (CERN European Organization for Nuclear Research)·2023Open Access
Synthetic Tabular Data Evaluation in the Health Domain Covering Resemblance, Utility, and Privacy Dimensions
Methods of Information in Medicine·2023· 62 citedOpen Access
Comparative Evaluation of Oversampling Techniques for Balancing Metabolic Profiles
2022· 3 cited
mHealth Apps Using Behavior Change Techniques to Self-report Data: Systematic Review
JMIR mhealth and uhealth·2022· 38 citedOpen Access
COVID-BIOCHIP: A Web Tool to Analyse COVID-19 Antigen Microarrays
Studies in health technology and informatics·2022Open Access
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Frequent Co-authors

Mikel Hernandez(12), Roberto Álvarez(12), Andoni Beristain(12), Debbie Rankin(11), Ane Alberdi(9), Panagiotis D. Bamidis(9), Evdokimos Konstantinidis(9), Jonathan Wallace(8), Eduardo Carrasco(8), Michaela Black(7), Maurice Mulvenna(7), Raymond Bond(6), Paul Carlin(6), Andoni Mujika(6), Gorana Nikolić(5), Unai Díaz-Orueta(5), Mónica Arrúe(5), Rodrigo Cilla(4), Alessandro De Mauro(4), Elena Urdaneta(4)