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

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

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BackgroundArtificial 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 ov...

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Bibliographic Details
Main Authors: Shao, Rulin, He, Hongyu, Chen, Ziwei, Liu, Hui, Liu, Dianbo
Format: Article
Language:English
Published: JMIR Publications 2020-12-01
Series:JMIR Formative Research
Online Access:http://formative.jmir.org/2020/12/e17265/

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http://formative.jmir.org/2020/12/e17265/

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