Table 3.
Performance measures of the SampEn features across all channels after using the PCA method with the KNN, DT, LR, linear SVM, quadratic SVM and cubic SVM classifiers.
Classifiers | ACC (%) | SEN (%) | SPE (%) | PRE (%) |
---|---|---|---|---|
KNN | 95.31 | 96.25 | 94.38 | 97.47 |
DT | 89.06 | 90.00 | 88.13 | 88.34 |
LR | 90.94 | 90.63 | 91.25 | 91.19 |
Linear SVM | 87.81 | 90.63 | 85.00 | 85.80 |
Quadratic SVM | 95.52 | 94.24 | 96.92 | 97.06 |
Cubic SVM | 97.25 | 97.50 | 97.04 | 97.00 |