Computer Science
Open Access
Federated Learning for Privacy-Preserving Healthcare Analytics
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Keywords: federated learning healthcare privacy HIPAA distributed ML
Abstract
We present a federated learning framework that enables collaborative machine learning across healthcare institutions without sharing raw patient data. Deployed across 12 hospitals, our system improved diagnostic accuracy by 18% while maintaining strict HIPAA compliance.
Authors & Affiliations
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