Table 13. 10-fold cross-validation results of classifiers.
| Classifier | Original Data | Down-Sampled Data | ||||
|---|---|---|---|---|---|---|
| Accuracy | SD | Time (sec) | Accuracy | SD | Time (sec) | |
| RF | 0.97 | +/-0.01 | 0.945 | 0.96 | +/-0.06 | 0.369 |
| GBM | 0.97 | +/-0.01 | 1.445 | 0.93 | +/-0.11 | 0.439 |
| AdaBoost | 0.58 | +/-0.28 | 1.873 | 0.92 | +/-0.12 | 0.612 |
| LR | 0.85 | +/-0.01 | 0.598 | 0.88 | +/-0.07 | 0.084 |
| SVC | 0.86 | +/-0.01 | 11.423 | 0.91 | +/-0.11 | 10.922 |
| SVEC-H | 0.98 | +/-0.01 | 2.732 | 0.96 | +/-0.08 | 1.567 |
| SVEC-S | 0.98 | +/-0.01 | 3.181 | 0.96 | +/-0.08 | 0.972 |
| Proposed SSC | 0.98 | +/-0.01 | 3.012 | 0.99 | +/-0.01 | 3.705 |