Table 2.

Experimental analysis of EEG data by using Random Forest classifier.

Subject	Accuracy	TP Rate	Precision	AUC
S1	86.01%	0.86	0.902	0.956
S2	67.3%	0.670	0.654	0.836
S3	90.01%	0.90	0.951	0.956
S4	96.11%	0.961	0.961	0.987
S5	64.41%	0.644	0.65	0.713
S6	62.34%	0.623	0.624	0.81
S7	60.12%	0.601	0.62	0.713
S8	89.37%	0.894	0.892	0.951
S9	84.11%	0.841	0.80	0.930
S10	99.43%	0.994	0.965	1
S11	95.73%	0.96	0.965	0.988
S12	88.41%	0.884	0.815	0.875
S13	60.17%	0.602	0.601	0.80
S14	61.38%	0.614	0.602	0.780
S15	59.44%	0.594	0.673	0.804
S16	95.31%	0.953	0.954	0.985
S17	89.43%	0.894	0.910	0.976
S18	90.37%	0.904	0.900	0.968
S19	61.42%	0.614	0.601	0.801
S20	98.31%	0.983	0.983	0.976