Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 25% labeled
0.92ROC-AUCXGBoostFL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XGBoostFLSupervision Protocol=fully supervised2026.05 | 0.92 | 0.67 | |
| XGBoostSupervision Protocol=fully supervised2026.05 | 0.9 | 0.65 | |
| NNIF2026.05 | 0.8 | 0.43 | |
| PUHRF2026.05 | 0.8 | 0.45 | |
| SAREM2026.05 | 0.8 | 0.48 | |
| iFPUClassifier=XGBoost2026.05 | 0.8 | 0.5 | |
| LBE2026.05 | 0.79 | 0.47 | |
| PUHDT2026.05 | 0.69 | 0.33 | |
| iFPUClassifier=MLP2026.05 | 0.58 | 0.13 | |
| i-NNPUClassifier=MLP2026.05 | 0.54 | 0.12 | |
| nnPUClassifier=MLP2026.05 | 0.53 | 0.11 | |
| uPUClassifier=MLP2026.05 | 0.52 | 0.11 |