Improved Transductive Support Vector Machine for a Small Labelled Set in Motor Imagery-Based Brain-Computer Interface

Table 5

Mean accuracies with dataset II-a (%) (M = 20, R = 1 : 4).

	SVM	TSVM-light	RTSVM	LDS	CCCP	CCCP1	ITSVM	IST-TSVM
A01	49.29	70.45	59.18	65.67	83.06	82.95	83.25	84.40
A02	47.76	49.18	47.99	48.81	49.44	49.59	50.11	50.11
A03	70.45	72.54	51.49	72.09	93.17	93.13	92.84	94.93
A04	47.76	50.97	48.21	50.78	53.06	52.72	54.51	54.14
A05	47.76	49.44	48.96	47.76	48.69	48.69	49.78	50.19
A06	48.25	53.92	47.65	48.02	50.34	50.41	53.21	53.43
A07	47.76	51.23	47.91	48.32	49.51	49.51	56.34	53.58
A08	73.92	73.43	53.06	63.99	91.87	91.90	91.90	93.02
A09	81.57	73.88	78.62	67.84	89.18	89.18	87.28	91.08
Mean	57.17	60.56	53.67	57.03	67.59	67.56	68.80	69.43
Std.	13.91	11.51	10.07	10.10	20.83	20.83	19.29	20.57