Research Article
Vowel Imagery Decoding toward Silent Speech BCI Using Extreme Learning Machine with Electroencephalogram
Table 3
Confusion matrix for all pairwise combinations and subjects using ELM, ELM-L, ELM-R, SVM-R, and LDA.
| | Classifiers | | ELM | ELM-L | ELM-R | SVM-R | LDA | | Condition positive | Condition negative | Condition positive | Condition negative | Condition positive | Condition negative | Condition positive | Condition negative | Condition positive | Condition positive |
| Test positive | 2516 | 1234 | 2649 | 1101 | 2635 | 1115 | 3675 | 75 | 2556 | 1194 |
| Test negative | 1509 | 2241 | 1261 | 2489 | 1297 | 2453 | 3525 | 225 | 1398 | 2352 |
| | Sensitivity = 0.6251 | Specificity = 0.6449 | Sensitivity = 0.6775 | Specificity = 0.6933 | Sensitivity = 0.6701 | Specificity = 0.6875 | Sensitivity = 0.5104 | Specificity = 0.7500 | Sensitivity = 0.6464 | Specificity = 0.6633 |
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