Research Article
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 |
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