Biosensor-Assisted Method for Abdominal Syndrome Classification Using Machine Learning Algorithm

Table 6

EGG classification accuracy for various training algorithms with several values of and .

Lr ()	M ()	EGG correct classification (%)
		OSS	RP	GDX	LM	SCG	BFG	CGB	CGP	CGF
0.2	0.2	48	81	82	50	54	50	47	82	44
	0.4	52	83	84	52	56	52	52	84	46
	0.6	58	84	88	51	60	58	58	88	48
	0.8	61	86	90	53	58	61	59	90	51
0.4	0.2	45	85	92	52	61	48	45	92	45
	0.4	48	87	94	54	63	48	48	94	48
	0.6	52	91	93	56	62	52	52	93	52
	0.8	58	95	92	55	65	60	58	92	58
0.6	0.2	50	93	91	53	61	52	54	91	50
	0.4	52	95	93	51	63	58	58	93	52
	0.6	58	97	92	54	62	60	62	92	58
	0.8	60	96	90	52	64	63	61	90	60
0.8	0.2	52	90	90	52	60	52	52	90	52
	0.4	54	91	93	53	62	54	54	93	54
	0.6	59	92	92	55	63	56	59	92	59
	0.8	60	95	91	54	62	58	60	91	57

Lr: rate of learning, M: momentum factor, -M is not applicable.