Blockchain-enabled federated learning with edge analytics for secure and efficient electronic health records management

Abstract The rapid adoption of Federated Learning (FL) in privacy-sensitive domains such as healthcare, IoT, and smart cities underscores its potential to enable collaborative machine learning without compromising data ownership. However, conventional FL frameworks face several critical challenges:...

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Bibliographic Details
Main Authors: Munusamy S, Jothi K R
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-12225-x
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