In this paper, we propose a real-time abnormal heart beat detection application through matrix estimation method. The performance of the proposed algorithm was tested on 8 records of the MIT-BIH arrhythmia Database. The Result demonstrated that the peak detection rate reached 99.96%, and the abnormal detection rate was 96.15%. In addition, the proposed method was able to detect abnormal heartbeat even under the environment of restricted system.