Detection of Snore from OSAHS Patients Based on Deep Learning

Table 5

Accuracy of three feature extraction methods and three models.

Feature extraction method	Evaluation	3 layers-CNN	5 layers-CNN	LSTM
MFCC	Sensitivity	0.83	0.82	0.84
	Specificity	0.84	0.81	0.91
	Precision	0.82	0.84	0.91
	Accuracy	0.82	0.85	0.87
	F1-score	0.82	0.83	0.87
LPMFCC	Sensitivity	0.58	0.6	0.67
	Specificity	0.64	0.67	0.72
	Precision	0.62	0.64	0.71
	Accuracy	0.61	0.63	0.69
	F1-score	0.6	0.62	0.69
LPCC	Sensitivity	0.54	0.56	0.56
	Specificity	0.6	0.6	0.62
	Precision	0.58	0.58	0.6
	Accuracy	0.57	0.58	0.59
	F1-score	0.56	0.57	0.58