Fusion of Personalized Federated Learning

• Published in: PloS one Vol. 20; no. 7; p. e0327108
• Main Authors: Bokhari, Syed Mohsin, Sohaib, Sarmad, Shafi, Muhammad
• Format: Journal Article
• Language: English
• Published: Public Library of Science 11.07.2025
• Subjects: Arrhythmia; Diagnosis; Health aspects; Machine learning; Methods; Pakistan

This paper presents a novel privacy-preserving architecture, a fusion of Federated Learning with Personalized Models and Differential Privacy (FLPMDP), for diagnosing arrhythmia from 12-lead electrocardiogram (ECG) signals. The architecture supports collaborative training in decentralized healthcare...