Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 25% labeled
Loading...
0.92
ROC-AUC
XGBoostFL
0.504
0.612
0.72
0.828
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
NNIF
2026.05
0.8
0.43
PUHRF
2026.05
0.8
0.45
SAREM
2026.05
0.8
0.48
iFPU
Classifier=XGBoost
2026.05
0.8
0.5
LBE
2026.05
0.79
0.47
PUHDT
2026.05
0.69
0.33
iFPU
Classifier=MLP
2026.05
0.58
0.13
i-NNPU
Classifier=MLP
2026.05
0.54
0.12
nnPU
Classifier=MLP
2026.05
0.53
0.11
uPU
Classifier=MLP
2026.05
0.52
0.11
Feedback
Search any
task
Search any
task
