Table 2:
Average AUC and AUPRC from real-world datasets.
Average AUC | Average AUPRC | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
| ||||||||||||
COVID | InP | SEER | COVID | InP | SEER | |||||||
| ||||||||||||
Event category | Mortality | Combined | 12h | 168h | 3mo | 11mo | Mortality | Combined | 12h | 168h | 3mo | 11mo |
LASSO | 0.856 | 0.853 | 0.822 | 0.760 | 0.888 | 0.845 | 0.235 | 0.542 | 0.092 | 0.216 | 0.140 | 0.309 |
MLP | 0.862 | 0.854 | 0.824 | 0.768 | 0.885 | 0.856 | 0.225 | 0.531 | 0.093 | 0.221 | 0.169 | 0.322 |
DeepSVDD | NA | NA | 0.633 | 0.551 | 0.592 | 0.572 | NA | NA | 0.020 | 0.063 | 0.026 | 0.068 |
IW | 0.856 | 0.860 | 0.776 | 0.728 | 0.798 | 0.832 | 0.193 | 0.511 | 0.073 | 0.165 | 0.123 | 0.274 |
Focal | 0.829 | 0.854 | 0.750 | 0.705 | 0.868 | 0.835 | 0.238 | 0.484 | 0.044 | 0.149 | 0.141 | 0.263 |
LDAM | 0.857 | 0.843 | 0.819 | 0.774 | 0.893 | 0.755 | 0.202 | 0.535 | 0.086 | 0.197 | 0.177 | 0.332 |
VIE | 0.883 | 0.867 | 0.840 | 0.780 | 0.895 | 0.862 | 0.268 | 0.535 | 0.100 | 0.240 | 0.189 | 0.345 |