In recent years, the medical field has witnessed 24 hour ecg holter a surge in applications of automated computer-aided diagnosis (CAD) systems for enhancing patient care. Among these systems, those leveraging electrocardiogram (ECG) signals have shown particularly substantial potential. ECG signals represent the electrical activity of the heart an