ECG Beats Classification Using Mixture of Features

Table 4

Summary of the studies on the different ECG classification technique using MIT-BIH database.

Literature	Features	Classifier	Classes	Accuracy
beyli [5]	Lyapunov exponents and wavelet coefficients	ANN classifier	4	93.9
Korrek and Doan [6]	Temporal feature set	PSO and RBFNN	6	96.3
de Chazal and Reilly [7]	Morphology and heartbeat interval	Linear discriminant	5	85.9
Inan et al. [9]	WT + timing interval	ANN	3	95.2
Jiang and Kong [8]	Hermite transform coefficients and time intervals	Block based NN	5	96.6
Proposed-1	ST + Temporal	MLP-NN	5	96.9
Proposed-2	ST + WT + Temporal	MLP-NN	5	97.5