Table 8.

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

Attribute set	Size	MLP	SMO	LR	SL	LB	ICO	RAB	LMT
{A6}	1	79.44	79.44	79.44	79.44	79.44	79.44	79.44	79.44
{A6, A3}	2	81.85	81.85	81.85	81.85	81.85	81.85	81.86	81.86
{A6, A3, A5}	3	83.06	80.65	80.65	80.65	80.65	81.05	82.26	80.65
{A6,...,A4}	4	83.87	85.08	84.27	85.89	84.27	84.68	84.68	85.89
{A6,...,A7}	5	84.68	87.50	87.90	87.50	87.50	87.50	87.5	87.5
{A6,...,A9}	6	85.89	85.89	87.10	89.11	87.50	88.31	90.33	89.12
{A6,...,A10}	7	88.71	89.11	92.34	91.53	91.13	91.13	91.13	92.34
{A6,...,A2}	8	91.94	91.13	91.53	90.32	91.53	90.32	89.52	89.92
{A6,...,A1}	9	92.74	89.92	93.55	90.32	91.13	90.32	89.52	90.33
{A6,...,A8}	10	100	99.60	100	97.98	97.58	98.39	97.99	97.99
{A6,...,Ethn}	11	100	99.19	98.39	99.19	95.56	95.97	97.99	99.2
{A6,...,Res}	12	99.19	97.98	94.35	96.37	97.18	97.18	97.18	96.38
{A6,...,Age}	13	99.19	97.98	95.16	96.77	97.18	97.18	97.18	96.78
{A6,...,FASD}	14	99.19	97.98	95.56	96.37	97.18	97.18	97.18	96.38
{A6,...,Sex}	15	98.79	97.58	95.56	95.56	97.18	97.18	97.18	95.57
{A6,...,Jand}	16	98.79	97.18	94.76	95.97	97.18	97.18	97.18	95.97