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Specifications for the Routine Implementation of Federated Learning in Hospitals Networks.

Authors :
Lamer A
Filiot A
Bouillard Y
Mangold P
Andrey P
Schiro J
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

Subjects :
Algorithms
Hospitals

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