A Governance Framework for Federated Learning Projects in Healthcare
Federated Learning is becoming more widely used. However, a governance framework is needed to make sure this technology is used safely. In this work, we present a governance framework for Federated Learning project and show how often we have applied the accompanying agreements. Finally, we have shown that Federated Learning is not a solution to circumvent privacy regulations, however that our governance framework provides means to implement the technology within current regulations.
Authors
- Leonard Wee (ORCID: https://orcid.org/0000-0003-1612-9055)
- André Dekker (ORCID: https://orcid.org/0000-0002-0422-7996)
- Johan van Soest (ORCID: https://orcid.org/0000-0003-2548-0330)
- Luis María Sánchez-Gómez (ORCID: https://orcid.org/0000-0003-4358-6032)
Institutions
- Maastricht University Medical Centre (NL)
- Maastricht University (NL)
- Maastro Clinic (NL)
Publication Details
- Journal
- Studies in health technology and informatics
- Published
- 2025-05-15
- DOI
- https://doi.org/10.3233/shti250324
- Primary Topic
- Privacy-Preserving Technologies in Data
- Type
- article
- Field-Weighted Citation Impact
- 0.00