Literature DB >> 34042719

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

Antoine Lamer1,2, Alexandre Filiot3, Yannick Bouillard4, Paul Mangold4, Paul Andrey3, Jessica Schiro1.   

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.

Entities:  

Keywords:  Data privacy; Data reuse; Federated learning; Human factors

Mesh:

Year:  2021        PMID: 34042719     DOI: 10.3233/SHTI210134

Source DB:  PubMed          Journal:  Stud Health Technol Inform        ISSN: 0926-9630


  1 in total

1.  Development and usage of an anesthesia data warehouse: lessons learnt from a 10-year project.

Authors:  Antoine Lamer; Mouhamed Djahoum Moussa; Romaric Marcilly; Régis Logier; Benoit Vallet; Benoît Tavernier
Journal:  J Clin Monit Comput       Date:  2022-08-06       Impact factor: 1.977

  1 in total

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