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Journal · 2025

A Survey of Federated Learning for Clinical Decision Support (DEMO)

Amina Bello, James Kariuki, Ravi Patel

Abstract

DEMO publication — replace with real content. This survey reviews federated learning methods applied to clinical decision support, categorising approaches by aggregation strategy, privacy mechanism and evaluation methodology, and identifying open challenges for multi-site deployment.

Citation

Bello, A., Kariuki, J., & Patel, R. (2025). A Survey of Federated Learning for Clinical Decision Support. DEMO Journal of Intelligent Health Systems.

BibTeX

@article{bello2025survey,
  title={A Survey of Federated Learning for Clinical Decision Support},
  author={Bello, Amina and Kariuki, James and Patel, Ravi},
  journal={DEMO Journal of Intelligent Health Systems},
  year={2025}
}

Details

Venue
DEMO Journal of Intelligent Health Systems
DOI
10.0000/demo.2025.014
Keywords
federated learning; healthcare; privacy
Associated project
Privacy-Preserving Federated Health Analytics (DEMO)
Research area
Federated Learning

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