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Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 75% labeled
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0.92
ROC-AUC
XGBoostFL
0.5144
0.6197
0.725
0.8303
May 14, 2026
ROC-AUC
PR-AUC
Updated 19d ago
Evaluation Results
Method
Method
Links
ROC-AUC
PR-AUC
XGBoostFL
Supervision Protocol=f...
2026.05
0.92
0.67
XGBoost
Supervision Protocol=f...
2026.05
0.9
0.65
PUHRF
2026.05
0.89
0.62
NNIF
2026.05
0.87
0.53
iFPU
Classifier=XGBoost
2026.05
0.87
0.6
LBE
2026.05
0.85
0.53
SAREM
2026.05
0.85
0.55
PUHDT
2026.05
0.78
0.45
iFPU
Classifier=MLP
2026.05
0.61
0.14
nnPU
Classifier=MLP
2026.05
0.54
0.12
i-NNPU
Classifier=MLP
2026.05
0.54
0.12
uPU
Classifier=MLP
2026.05
0.53
0.12
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