ECG signal classification based on deep CNN and BiLSTM

Table 5 Method classification results

Method	F1-score				Accurary
Method	Normal	AF	Other	Overall
Multi-SVM [22]	0.90	0.81	0.72	0.81
Double-layer independent CNN [23]	0.91	0.83	O.72	0.82
21-layer 1D CNN [24]	0.919	0.858	0.816	0.864
XGBoost and LSTMs stacked by LDA [25]	0.953	0.838	0.850	0.880
Decision tree ensemble [26]	0.889	0.791	0.702	0.80
8CSL [29]	–	0.895	–	–
Article method	0.931	0.864	0.830	0.891	0.893

ISSN: 1472-6947