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

Table 2

Mean accuracies with dataset II-a (%) (M = 10, R = 1 : 1).

	SVM	TSVM-light	RTSVM	LDS	CCCP	ITSVM	IST-TSVM
A01	72.66	80.25	76.91	79.39	77.37	77.09	80.14
A02	50.07	50.14	49.68	49.78	50.76	51.26	51.55
A03	90.94	92.12	92.48	93.31	91.94	92.95	95.54
A04	52.55	51.62	52.41	51.98	54.57	54.46	53.60
A05	51.15	50.90	51.55	50.86	52.45	52.16	51.65
A06	56.40	55.79	56.94	53.20	57.55	57.55	56.83
A07	57.55	50.18	54.06	51.37	55.72	56.98	56.58
A08	89.10	91.55	90.11	90.68	89.50	89.57	93.42
A09	90.79	93.09	92.12	92.73	89.17	89.89	92.66
Mean	67.91	68.41	68.47	68.14	68.78	69.10	70.22
Std.	18.03	20.19	19.08	20.23	17.84	17.97	19.74