| Literature DB >> 34042719 |
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