Feature Selection Applying Statistical and Neurofuzzy Methods to EEG-Based BCI

Table 9

Research classification success rate comparison.

Selection method	User 1	Feat	User 2	Feat	User 3	Feat	Av.
BCI Competition Winner	79.60	96	70.31	96	56.02	96	68.65
MDLA [41]	79.68	9	66.82	17	54.59	1	67.03
SVM with evolved spatial + frequency-selection filters [31]	78.14	32	71.33	16	59.07	40	69.58
EEG Mapping [37]	85.71	8	73.80	8	64.28	8	74.60
Statistic + GMDH	87.64	3	81.57	3	59.40	3	76.20