Table 2.
Cross-subject results.
| Metric | Proposed | MLP | SVM | LSVM | RF | KNN | XGB | AUTOK |
|---|---|---|---|---|---|---|---|---|
| F1 Score | 0.57 ± 0.08 | 0.38 ± 0.07 | 0.36 ± 0.07 | 0.32 ± 0.09 | 0.37 ± 0.06 | 0.36 ± 0.06 | 0.44 ± 0.11 | 0.11 ± 0.07 |
| Accuracy | 0.72 ± 0.09 | 0.48 ± 0.09 | 0.48 ± 0.07 | 0.45 ± 0.1 | 0.46 ± 0.07 | 0.42 ± 0.05 | 0.5 ± 0.1 | 0.21 ± 0.1 |
| Precision | 0.53 ± 0.08 | 0.41 ± 0.07 | 0.43 ± 0.11 | 0.37 ± 0.11 | 0.43 ± 0.1 | 0.37 ± 0.06 | 0.46 ± 0.12 | 0.09 ± 0.07 |
| Recall | 0.62 ± 0.09 | 0.4 ± 0.08 | 0.39 ± 0.07 | 0.36 ± 0.08 | 0.38 ± 0.06 | 0.36 ± 0.05 | 0.45 ± 0.1 | 0.27 ± 0.07 |