Table 1 The behavioral classification results of the top-performing classifiers.
Severity | Behavior | RFECV | Classifier | # features | Bacc | F1 |
|---|---|---|---|---|---|---|
Mild | Awareness | lsvm | svm | 183 | 0.98 | 0.92 |
| Â | Communication | lsvm | svm | 70 | 0.99 | 0.99 |
| Â | Cognition | lsvm | lsvm | 96 | 0.99 | 0.95 |
| Â | Motivation | lsvm | svm | 101 | 0.97 | 0.85 |
| Â | Mannerism | lsvm | lsvm | 137 | 0.99 | 0.99 |
| Â | Total | lsvm | lsvm | 130 | 0.99 | 0.99 |
Moderate | Awareness | lsvm | lsvm | 240 | 0.92 | 0.8 |
| Â | Communication | lsvm | lsvm | 132 | 0.96 | 0.88 |
| Â | Cognition | lsvm | lr | 191 | 0.98 | 0.94 |
| Â | Motivation | lsvm | lsvm | 212 | 0.96 | 0.91 |
| Â | Mannerism | lsvm | svm | 184 | 0.98 | 0.94 |
| Â | Total | lsvm | lsvm | 167 | 0.97 | 0.91 |
Sever | Awareness | lsvm | lr | 154 | 0.93 | 0.82 |
| Â | Communication | lsvm | svm | 241 | 0.91 | 0.84 |
| Â | Cognition | lsvm | lsvm | 254 | 0.95 | 0.90 |
| Â | Motivation | lsvm | lsvm | 166 | 0.96 | 0.91 |
| Â | Mannerism | lsvm | lsvm | 172 | 0.95 | 0.91 |
| Â | Total | lsvm | lsvm | 213 | 0.92 | 0.86 |
