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Specifications for the Routine Implementation of Federated Learning in Hospitals Networks

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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… Click to show full 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.

Keywords: implementation; federated learning; learning hospitals; routine implementation; specifications routine; implementation federated

Journal Title: Studies in health technology and informatics
Year Published: 2021

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