Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 50% labeled
92ROC-AUCXGBoostFL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoostFLSupervision Protocol=fully supervised2026.05 | 92 | 67 | |
| XGBoostSupervision Protocol=fully supervised2026.05 | 90 | 65 | |
| PUHRF2026.05 | 86 | 57 | |
| NNIF2026.05 | 85 | 50 | |
| LBE2026.05 | 84 | 53 | |
| SAREM2026.05 | 84 | 53 | |
| iFPUClassifier=XGBoost2026.05 | 84 | 55 | |
| PUHDT2026.05 | 76 | 41 | |
| iFPUClassifier=MLP2026.05 | 60 | 14 | |
| nnPUClassifier=MLP2026.05 | 53 | 11 | |
| i-NNPUClassifier=MLP2026.05 | 53 | 12 | |
| uPUClassifier=MLP2026.05 | 52 | 11 |