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Ramya Kata

1 paper indexed

openalexZenodo (CERN European Organization for Nuclear Research)2026-07-24

Federated Machine Learning for Privacy-Preserving Healthcare Risk Prediction

Jnana Durga Ravi Chand Mutthina, Sriharsha Doniparthi, Ramya Kata

This preprint presents an Explainable Federated Machine Learning framework, called XFML, for privacy-preserving diabetes risk prediction across distributed healthcare institutions. The framework enables multiple hospital nodes to collaboratively develop a predictive model without…

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