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
ELMELM-LELM-RSVM-RLDA
Condition positiveCondition negativeCondition positiveCondition negativeCondition positiveCondition negativeCondition positiveCondition negativeCondition positiveCondition positive

Test positive25161234264911012635111536757525561194

Test negative150922411261248912972453352522513982352

Sensitivity = 0.6251Specificity = 0.6449Sensitivity = 0.6775Specificity = 0.6933Sensitivity = 0.6701Specificity = 0.6875Sensitivity = 0.5104Specificity = 0.7500Sensitivity = 0.6464Specificity = 0.6633