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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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Sonraí bibleagrafaíochta
Príomhchruthaitheoirí: Munusamy S, Jothi K R
Formáid: Artigo
Teanga:Inglês
Foilsithe / Cruthaithe: Nature Portfolio 2025-07-01
Sraith:Scientific Reports
Ábhair:
Rochtain ar líne:https://doi.org/10.1038/s41598-025-12225-x
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