Embedding Tangent Space Extreme Learning Machine for EEG Decoding in Brain Computer Interface Systems

Table 1

Classification results of BCI competition 2008 IIa in kappa values.

Methods	Mean Kappa	Subjects
		S01	S02	S03	S04	S05	S06	S07	S08	S09
ETS + ELM	0.577	0.74	0.27	0.79	0.52	0.31	0.31	0.69	0.77	0.79
TS + ELM	0.573	0.73	0.32	0.77	0.51	0.32	0.31	0.67	0.76	0.77
1st of BCI08	0.570	0.68	0.42	0.75	0.48	0.40	0.27	0.77	0.75	0.61
TS + LDA [14]	0.567	0.74	0.38	0.72	0.50	0.26	0.34	0.69	0.71	0.76
MDRM [14]	0.521	0.75	0.37	0.66	0.53	0.29	0.27	0.56	0.58	0.68
2nd of BCI08	0.520	0.69	0.34	0.71	0.44	0.16	0.21	0.66	0.73	0.69
3rd of BCI08	0.310	0.38	0.18	0.48	0.33	0.07	0.14	0.29	0.49	0.44