Heart Signal Analysis Using Multistage Classification Denoising Model

Table 3

Obtained performance parameters using CNN, LSTM, and CNN + LSTM models.

Model	Class	Sy	Sc	Precision	Recall (%)	F1-score
CNN	AS	98.00	99.54	98.00	98.00	98.00
	MR	93.62	99.55	97.78	93.62	95.65
	MS	100	99.52	98.39	100	99.19
	MVP	96.30	100	100	96.30	98.11
	N	100	98.58	95.00	100	97.44
LSTM	AS	40.00	83.61	20.00	44.00	26.67
	MS	24.81	91.18	73.33	24.81	37.08
	MR	52.17	79.67	19.35	52.17	28.24
	MVP	60.00	86.75	40.38	60.00	48.28
	N	79.25	91.67	70.00	79.25	74.34
Hybrid	AS	96.15	100	100	96.15	98.04
	MS	100	99.56	97.78	100	98.88
	MR	100	99.52	98.39	100	99.19
	MVP	100	100	100	100	100
	N	100	100	100	100	100