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Specifications for the Routine Implementation of Federated Learning in Hospitals Networks.
- Source :
-
Studies in health technology and informatics [Stud Health Technol Inform] 2021 May 27; Vol. 281, pp. 128-132. - Publication Year :
- 2021
-
Abstract
- We collected user needs to define a process for setting up Federated Learning in a network of hospitals. We identified seven steps: consortium definition, architecture implementation, clinical study definition, data collection, initialization, model training and results sharing. This process adapts certain steps from the classical centralized multicenter framework and brings new opportunities for interaction thanks to the architecture of the Federated Learning algorithms. It is open for completion to cover a variety of scenarios.
- Subjects :
- Algorithms
Hospitals
Subjects
Details
- Language :
- English
- ISSN :
- 1879-8365
- Volume :
- 281
- Database :
- MEDLINE
- Journal :
- Studies in health technology and informatics
- Publication Type :
- Academic Journal
- Accession number :
- 34042719
- Full Text :
- https://doi.org/10.3233/SHTI210134