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…