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

Table 5

Comparison of the classification results of BiRNN, BiGRU, and BiLSTM network models.

	BiRNN				BiGRU				BiLSTM
	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)
N	99.65	97.65	99.47	99.29	99.62	97.05	99.34	99.15	99.64	98.15	99.59	99.37
S	90.40	99.81	93.17	99.55	89.07	99.82	93.40	99.52	92.72	99.83	93.96	99.63
V	98.21	99.83	97.68	99.73	97.12	99.80	97.25	99.63	98.63	99.76	96.64	99.68
F	74.71	99.93	89.04	99.73	67.82	99.90	84.29	99.64	70.11	99.93	88.41	99.69
Q	100.00	99.97	99.66	99.97	99.77	99.91	98.99	99.90	100.00	99.98	99.77	99.98