Combining Rhythm Information between Heartbeats and BiLSTM-Treg Algorithm for Intelligent Beat Classification of Arrhythmia

Table 4

Comparison of the classification results of RNN, GRU, and LSTM network models.

	RNN				GRU				LSTM
	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)
N	99.61	97.10	99.35	99.15	99.45	97.80	99.51	99.15	99.69	97.40	99.42	99.27
S	90.40	99.80	92.86	99.54	92.72	99.77	92.11	99.58	92.05	99.90	96.19	99.68
V	97.66	99.80	97.26	99.66	97.94	99.76	96.61	99.63	96.98	99.77	96.84	99.59
F	71.26	99.94	91.18	99.72	71.26	99.91	86.11	99.68	75.86	99.91	86.84	99.72
Q	99.43	99.94	99.32	99.90	99.77	99.90	98.88	99.89	99.55	99.97	99.66	99.94