A Practical Implementation of Medical Privacy-Preserving Federated Learning Using Multi-Key Homomorphic Encryption and Flower Framework

The digitization of healthcare data has presented a pressing need to address privacy concerns within the realm of machine learning for healthcare institutions. One promising solution is federated learning, which enables collaborative training of deep machine learning models among medical institution...

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Bibliographic Details
Main Authors: Ivar Walskaar, Minh Christian Tran, Ferhat Ozgur Catak
Format: Article
Language:English
Published: MDPI AG 2023-10-01
Series:Cryptography
Subjects:
Online Access:https://www.mdpi.com/2410-387X/7/4/48