Table 6.

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

Attribute set	Size	MLP	SMO	LR	SL	LB	ICO	RAB	LMT
{A9}	1	76.28	76.28	76.28	76.28	76.28	76.28	76.29	76.29
{A9, A5}	2	85.96	85.96	85.96	85.96	85.96	85.96	85.96	85.96
{A9, A5, A2}	3	88.99	88.99	88.99	88.99	88.99	88.99	89.0	89.0
{A9,...,A6}	4	88.43	88.43	89.18	89.18	88.99	89.37	89.38	89.19
{A9,...,A7}	5	91.94	92.32	92.32	92.32	92.32	92.32	92.32	92.32
{A9,...,A4}	6	91.08	91.56	91.08	91.46	91.56	91.65	91.75	91.18
{A9,...,A1}	7	93.17	94.50	94.50	94.50	94.31	94.31	94.03	94.5
{A9,...,A8}	8	94.78	96.39	95.83	96.02	96.11	96.39	96.12	96.02
{A9,...,A3}	9	96.02	96.02	95.64	96.02	96.02	96.02	95.93	96.02
{A9,...,A10}	10	100	100	100	100	100	100	100	100
{A9,...,Ethn}	11	100	100	99.72	100	100	100	100	100
{A9,...,Jand}	12	100	100	99.62	100	100	100	100	100
{A9,...,Age}	13	100	100	99.62	100	100	100	100	100
{A9,...,FASD}	14	100	100	99.53	100	100	100	100	100
{A9,...,Sex}	15	100	100	99.62	100	100	100	100	100