Application of Machine Learning Techniques to Detect the Children with Autism Spectrum Disorder

Table 1

t-test on the power of each band in different brain regions of children with ASD and TD.

		F	t	p	Mean difference	Std. error difference
Theta	LF	7.38	5.82	0.00	4.55	0.72
	RF	1.85	3.02	0.01	3.46	1.08
	LT	1.80	−0.81	0.42	−0.94	1.07
	RT	13.53	2.91	0.01	3.82	1.20
	P	11.47	3.67	0.00	4.16	1.12
	O	13.50	4.72	0.00	4.44	0.88
Alpha	LF	0.30	2.01	0.05	1.27	0.63
	RF	0.41	1.77	0.09	1.27	0.73
	LT	0.22	−0.86	0.40	−0.49	0.52
	RT	0.92	1.10	0.28	0.92	0.84
	P	7.52	2.40	0.02	1.85	0.73
	O	5.74	2.91	0.01	1.77	0.58
Low beta	LF	1.31	2.75	0.01	0.86	0.31
	RF	2.90	2.92	0.01	0.95	1.78
	LT	1.33	0.36	0.72	0.18	0.50
	RT	1.25	1.73	0.09	0.83	0.55
	P	9.16	2.49	0.02	1.94	0.75
	O	8.48	3.65	0.00	0.87	0.23
High beta	LF	1.16	1.80	0.08	0.75	0.40
	RF	2.63	1.80	0.08	0.83	0.47
	LT	4.17	0.78	0.44	0.73	0.88
	RT	0.06	0.28	0.79	0.25	0.91
	P	5.02	1.59	0.12	1.65	1.00
	O	2.73	1.43	0.16	0.33	0.20
Gamma	LF	5.09	2.28	0.03	1.25	0.55
	RF	3.16	1.77	0.09	1.32	0.74
	LT	0.11	−0.22	0.83	−0.28	1.13
	RT	2.28	−0.91	0.37	−1.16	1.14
	P	3.69	1.43	0.16	0.95	0.62
	O	1.26	1.09	0.28	0.20	0.16

Note. LF = Left frontal, RF = right frontal, LT = left temporal, RT = right temporal, P = parietal, O = occipital, AF3, F7, F3, FC5, T7, P7, O1, O2, P8, T8, FC6, F4, F8, and AF4 are 14 channels defined by the international 10–20 system. . .