Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 75% 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 | |
| PUHRF2026.05 | 0.89 | 0.62 | |
| NNIF2026.05 | 0.87 | 0.53 | |
| iFPUClassifier=XGBoost2026.05 | 0.87 | 0.6 | |
| LBE2026.05 | 0.85 | 0.53 | |
| SAREM2026.05 | 0.85 | 0.55 | |
| PUHDT2026.05 | 0.78 | 0.45 | |
| iFPUClassifier=MLP2026.05 | 0.61 | 0.14 | |
| nnPUClassifier=MLP2026.05 | 0.54 | 0.12 | |
| i-NNPUClassifier=MLP2026.05 | 0.54 | 0.12 | |
| uPUClassifier=MLP2026.05 | 0.53 | 0.12 |