Table 7.
Results of statistical analysis to examine the impact of oversampling
| Method | Use of order information | Metrics | p values |
|---|---|---|---|
| Oversampling ( −) versus ( +) | |||
| LR | ( −) | AUPRC | p < 0.0001 |
| Average precision | p < 0.0001 | ||
| ( +) | AUPRC | p = 0.7971 | |
| Average precision | p = 0.9280 | ||
| GBDT | ( −) | AUPRC | p = 0.0001 |
| Average precision | p < 0.0001 | ||
| ( +) | AUPRC | p < 0.0001 | |
| Average precision | p < 0.0001 | ||
| LSTM | ( −) | AUPRC | p < 0.0001 |
| Average precision | p < 0.0001 | ||
| ( +) | AUPRC | p < 0.0001 | |
| Average precision | p < 0.0001 | ||
| BERT | ( −) | AUPRC | p < 0.0001 |
| Average Precision | p < 0.0001 | ||
| ( +) | AUPRC | p < 0.0001 | |
| Average Precision | p < 0.0001 |