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.

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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
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article

A Governance Framework for Federated Learning Projects in Healthcare

Leonard Wee, André Dekker, Johan van Soest, Luis María Sánchez-Gómez
Studies in health technology and informatics
Privacy-Preserving Technologies in Data
article

A Governance Framework for Federated Learning Projects in Healthcare

Leonard Wee, André Dekker, Johan van Soest, Luis María Sánchez-Gómez
article en

Abstract

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.

Studies in health technology and informaticsVol. 327
Maastricht University Medical Centre (NL), Maastricht University (NL), Maastro Clinic (NL)
Partnerships for the goals
Openalex Percentile: Top 81%
Privacy-Preserving Technologies in Data
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