Table 9.

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

Attribute set	Size	MLP	SMO	LR	SL	LB	ICO	RAB	LMT
{A5}	1	74.87	75.94	75.94	75.94	75.94	75.94	75.94	75.94
{A5, A6}	2	85.24	85.24	85.24	85.24	85.24	85.24	85.25	85.25
{A5, A6, A9}	3	87.30	86.49	87.75	87.66	87.75	87.66	87.39	87.66
{A5,...,A3}	4	90.70	90.70	90.70	90.70	90.70	90.70	90.7	90.7
{A5,...,A4}	5	89.98	90.34	90.16	89.62	90.16	90.16	90.26	89.54
{A5,...,A10}	6	91.14	91.68	91.32	90.61	90.25	90.43	91.42	90.61
{A5,...,A7}	7	92.84	94.01	94.01	94.01	94.10	94.01	94.01	94.01
{A5,...,A1}	8	94.36	95.80	95.44	95.62	94.72	94.81	95.62	95.62
{A5,...,A8}	9	95.35	95.71	96.15	96.06	95.89	95.71	95.89	96.07
{A5,...,A2}	10	100	100	100	99.82	99.91	99.91	99.83	99.83
{A5,...,Res}	11	100	100	98.39	99.82	99.91	99.91	99.83	99.83
{A5,...,Ethn}	12	100	100	97.85	99.82	99.91	99.91	99.83	99.83
{A5,...,Jand}	13	100	100	98.30	99.82	99.91	99.91	99.83	99.83
{A5,...,Age}	14	100	100	97.76	99.82	99.91	99.91	99.83	99.83
{A5,...,Sex}	15	100	100	97.41	99.82	99.91	99.91	99.83	99.83
{A5,...,FASD}	16	100	100	97.32	99.82	99.91	99.91	99.83	99.83