Convergence prediction on BIRD and customer datasets average of 3 (five folds)
0.913ROC AUC (clean)XGBoost
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| XGBoostFeatures=runs+cons.+var., Shuf. (Permutation-based augmentation)=yes2026.07 | 0.913 | 0.887 | 0.878 | |
| LogisticFeatures=runs+cons.+var., Shuf. (Permutation-based augmentation)=yes2026.07 | 0.908 | 0.876 | 0.87 | |
| LogisticFeatures=runs+cons.+var., Shuf. (Permutation-based augmentation)=no2026.07 | 0.905 | 0.867 | 0.861 | |
| XGBoostFeatures=runs+cons.+var., Shuf. (Permutation-based augmentation)=no2026.07 | 0.899 | 0.882 | 0.856 | |
| TCNFeatures=raw signal, Shuf. (Permutation-based augmentation)=yes2026.07 | 0.881 | 0.862 | 0.861 | |
| ASCFeatures=Beta posterior2026.07 | 0.876 | 0.848 | 0.808 | |
| TCNFeatures=raw signal, Shuf. (Permutation-based augmentation)=no2026.07 | 0.76 | 0.837 | 0.86 | |
| LogisticFeatures=runs only, Shuf. (Permutation-based augmentation)=yes2026.07 | 0.744 | 0.836 | 0.859 | |
| LogisticFeatures=runs only, Shuf. (Permutation-based augmentation)=no2026.07 | 0.735 | 0.835 | 0.857 |