Research Article
Multiclass Posterior Probability Twin SVM for Motor Imagery EEG Classification
Table 2
Best model parameters and sigmoid parameters for five UCI datasets.
| | Datasets | TSVM (PPTSVM) | SVM (PPSVM) | | / | | / | | | / |
| | Iris | 0.25/0.25 | 2.25 | 0.4518/−8.1787 | 0.25 | 0.25 | −0.0202/−4.0336 | | Lineblobs | 0.25/0.25 | 0.25 | 0.0451/−79.2594 | 2.25 | 0.25 | −0.1062/−4.8808 | | Square 1 | 0.25/0.25 | 3.25 | −0.0967/−14.6328 | 1.25 | 1.25 | 0.0660/−4.9734 | | Zoo | 0.25/0.25 | 0.25 | 0.7365/−15.2263 | 0.25 | 0.25 | 0.0884/−3.0649 | | Vowel_gy | 0.25/3.25 | 1.25 | 0.2548/−93.0990 | 2.25 | 0.25 | −0.2565/−4.0580 |
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