Stochastic Channel-Based Federated Learning With Neural Network Pruning for Medical Data Privacy Preservation: Model Development and Experimental Validation

Background: Artificial neural networks have achieved unprecedented success in the medical domain. This success depends on the availability of massive and representative datasets. However, data collection is often prevented by privacy concerns, and people want to take control over their sensitive inf...

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Bibliographic Details
Main Authors: Shao, Rulin, He, Hongyu, Chen, Ziwei, Liu, Hui, Liu, Dianbo
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Language:English
Published: JMIR Publications Inc. 2021
Online Access:https://hdl.handle.net/1721.1/133129