In recent years, the medical field has witnessed a surge in utilization of automated computer-aided 7 day heart monitor diagnosis (CAD) systems for optimizing patient care. Among these systems, those leveraging electrocardiogram (ECG) signals have shown particularly substantial potential. ECG signals reflect the electrical activity of the heart and