Table 3.
XGB performance evaluation on test data obtained by temporal splitting.
|
|
Wa2 | W3 | W4 | W5 | W6 | W7 | W8 | W9 | W10 | W11 | W12 |
| AUC-ROCb | 0.84 | 0.86 | 0.90 | 0.91 | 0.92 | 0.93 | 0.93 | 0.94 | 0.93 | 0.93 | 0.93 |
| AUC-PRCc | 0.51 | 0.76 | 0.83 | 0.87 | 0.89 | 0.92 | 0.93 | 0.94 | 0.94 | 0.94 | 0.95 |
| F1-score | 0.48 | 0.69 | 0.76 | 0.79 | 0.82 | 0.84 | 0.86 | 0.88 | 0.88 | 0.89 | 0.90 |
| Precision | 0.59 | 0.75 | 0.78 | 0.80 | 0.82 | 0.85 | 0.86 | 0.87 | 0.88 | 0.88 | 0.89 |
| Recall | 0.41 | 0.63 | 0.73 | 0.78 | 0.82 | 0.84 | 0.87 | 0.89 | 0.89 | 0.90 | 0.91 |
aW: week; the number beside stands for the week of the program and ranges 2 to 12.
bAUC-ROC: area under the receiver operating characteristic curve.
cAUC-PRC: area under the precision-recall curve.