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
Rulin Shao
1
, BA ;
Hongyu He
2
, BA ;
Ziwei Chen
3
, PhD ;
Hui Liu
4
, BA ;
Dianbo Liu
5
, PhD
1
Department of Mathematics and Statistics, Xi'an Jiaotong University, Xi'an, China
2
Department of Electrical Engineering, Xi'an Jiaotong University, Xi'an, China
3
Beijing Jiaotong University, Beijing, China
4
Department of Mathematics, Mianyang Vocational College, Mianyang, China
5
Computer Science and Artificial Intelligence Laboratory (CSAIL), Massachusetts Institute of Technology, Cambridge, MA, United States
Corresponding Author:
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Dianbo Liu, PhD
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Computer Science and Artificial Intelligence Laboratory (CSAIL)
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Massachusetts Institute of Technology
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77 Massachusetts Ave
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Cambridge, MA, 02139
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United States
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Phone:
1 6177101859
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Email: dianbo@mit.edu