In recent years, clinical practice has witnessed a surge in 24 hrs ecg holter 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 reflect the electrical activity of the heart and c