Advanced deep learning framework for ECG arrhythmia classification using 1D-CNN with attention mechanism

• Published in: Knowledge-based systems Vol. 315; p. 113301
• Main Authors: Guhdar, Mohammed, Mohammed, Abdulhakeem O., Mstafa, Ramadhan J.
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 22.04.2025
• Subjects: Arrhythmia classification; Attention mechanism; Deep learning; Electrocardiogram; MIT-BIH dataset; Deep learning; Attention mechanism; Arrhythmia classification; MIT-BIH dataset; Electrocardiogram

Cardiovascular diseases, particularly cardiac arrhythmias, remain a leading cause of global mortality, necessitating efficient and accurate diagnostic tools. Despite advances in deep learning for ECG analysis, current models face challenges in cross-population performance, signal noise robustness, l...