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

Table 7

Classification results of BiLSTM models based on different regularization methods.

	BiLSTM + L1				BiLSTM + L2				BiLSTM + Treg
	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)	Se (%)	Sp (%)	+p (%)	Acc (%)
N	99.73	98.00	99.55	99.41	99.73	97.80	99.51	99.38	99.78	97.95	99.54	99.44
S	91.72	99.90	96.18	99.67	91.72	99.89	95.85	99.66	93.38	99.91	96.58	99.73
V	98.63	99.81	97.42	99.73	98.49	99.78	97.02	99.70	98.63	99.83	97.69	99.75
F	74.71	99.92	87.84	99.72	72.41	99.96	94.03	99.74	72.41	99.96	94.03	99.74
Q	100.00	99.98	99.77	99.98	100.00	99.98	99.77	99.98	100.00	99.98	99.77	99.98