Table 7.

Classifiers’ accuracy (%) with increasing number of attributes according to their ranks (from Relief F) for child ASD dataset

Attribute set	Size	MLP	SMO	LR	SL	LB	ICO	RAB	LMT
{A4}	1	78.98	78.98	78.98	78.98	78.98	78.98	78.98	78.98
{A4, A8}	2	78.98	78.98	78.98	78.98	78.98	78.98	78.98	78.98
{A4, A8, A9}	3	80.55	78.78	81.14	81.14	81.14	81.14	80.56	81.14
{A4,...,A10}	4	81.73	82.51	83.50	83.50	83.50	83.50	83.5	82.72
{A4,...,A1}	5	83.69	87.43	85.66	86.44	86.05	85.46	85.66	85.47
{A4,...,A5}	6	91.75	90.37	88.80	89.78	89.19	89.00	89.79	92.15
{A4,...,A6}	7	92.73	90.96	91.16	91.16	90.77	90.57	91.31	91.56
{A4,...,A3}	8	93.52	91.75	93.52	93.52	93.52	92.93	93.13	93.52
{A4,...,A7}	9	95.68	93.71	94.50	93.91	94.50	94.30	94.9	93.91
{A4,...,A2}	10	100	100	100	99.80	99.41	99.41	99.81	99.81
{A4,...,Res}	11	100	100	97.25	99.80	99.41	99.41	99.81	99.81
{A4,...,Age}	12	100	100	97.25	99.80	99.41	99.41	99.81	99.81
{A4,...,Sex}	13	100	100	97.25	99.80	99.41	99.41	99.81	99.81
{A4,...,Jand}	14	100	100	97.45	99.80	99.41	99.41	99.81	99.81
{A4,...,FASD}	15	100	100	97.25	99.80	99.41	99.41	99.81	99.81
{A4,...,Ethn}	16	100	100	98.82	99.80	99.41	99.41	99.81	99.81