An Adaptive EEG Classification Algorithm Based on CSSD and ELM_Kernel for Small Training Samples

Table 4

Comparison with the BECSP algorithm on BCI competition III dataset IVa.

	The proposed algorithm			BECSP algorithm
	Training sample	Testing sample	Classification accuracy (%)	Training sample	Testing sample	Classification accuracy (%)
Aa	20	260	88.46	168	112	77.68
Al	20	260	93.84	224	56	100
Av	20	260	100	84	196	73.98
Aw	20	260	99.23	56	224	84.82
Ay	20	260	98.02	28	252	88.1