The proposed personal healthcare system [34] includes three subsystems as shown in Fig. 1: (1) the ECG sensor node [35], (2) the mobile device responsible for ECG signal process and data communication, and (3) the surveillance system and healthcare service. The detailed model of our methodology of arrhythmia classification is illustrated by Fig. 2(a).