Specifications for the Routine Implementation ...
Document type :
Communication dans un congrès avec actes
DOI :
Title :
Specifications for the Routine Implementation of Federated Learning in Hospitals Networks
Author(s) :
Lamer, Antoine [Auteur]
Evaluation des technologies de santé et des pratiques médicales - ULR 2694 [METRICS]
Filiot, Alexandre [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Bouillard, Yannick [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Mangold, Paul [Auteur]
Machine Learning in Information Networks [MAGNET]
Andrey, Paul [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Schiro, Jessica [Auteur]
Evaluation des technologies de santé et des pratiques médicales - ULR 2694 [METRICS]
Evaluation des technologies de santé et des pratiques médicales - ULR 2694 [METRICS]
Filiot, Alexandre [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Bouillard, Yannick [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Mangold, Paul [Auteur]
Machine Learning in Information Networks [MAGNET]
Andrey, Paul [Auteur]
Centre Hospitalier Régional Universitaire [CHU Lille] [CHRU Lille]
Schiro, Jessica [Auteur]
Evaluation des technologies de santé et des pratiques médicales - ULR 2694 [METRICS]
Conference title :
Studies in Health Technology and Informatics, Volume 281: Public Health and Informatics
City :
Virtual Conference
Country :
France
Start date of the conference :
2021-05-29
Publication date :
2021-05-27
English keyword(s) :
Federated learning
Data privacy
Data reuse
Human factors
Data privacy
Data reuse
Human factors
HAL domain(s) :
Informatique [cs]/Apprentissage [cs.LG]
English abstract : [en]
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 ...
Show more >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.Show less >
Show more >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.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Internationale
Popular science :
Non
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