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Explainable Federated Learning for Multi-Class Heart Disease Diagnosis via ECG Fiducial Features

<b>Background/Objectives:</b> Cardiovascular disease (CVD) remains a leading cause of mortality and disability worldwide, with timely diagnosis critical for preventing long-term functional impairment. Electrocardiograms (ECGs) provide essential biomarkers of cardiac function, but their interpretatio...

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Principais autores: Tanjila Alam Sathi, Rafsan Jany, AKM Azad, Salem A. Alyami, Naif Alotaibi, Iqram Hussain, Md Azam Hossain
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2025-12-01
Serier:Diagnostics
Fag:
federated learning
explainable AI (XAI)
heart disease classification
ECG fiducial features
arrhythmia
ischemia
Online adgang:https://www.mdpi.com/2075-4418/15/24/3110
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