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Fusion of Personalized Federated Learning (PFL) with Differential Privacy (DP) Learning for Diagnosis of Arrhythmia Disease.

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...

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I tiakina i:
Ngā taipitopito rārangi puna kōrero
Ngā kaituhi matua: Syed Mohsin Bokhari, Sarmad Sohaib, Muhammad Shafi
Hōputu: Artigo
Reo:Inglês
I whakaputaina: Public Library of Science (PLoS) 2025-01-01
Rangatū:PLoS ONE
Urunga tuihono:https://doi.org/10.1371/journal.pone.0327108
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