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Positive-Unlabeled Classification on 14 imbalanced datasets SAR - 50% labeled
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92
ROC-AUC
XGBoostFL
50.4
61.2
72
82.8
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
92
67
XGBoost
Supervision Protocol=f...
2026.05
90
65
PUHRF
2026.05
86
57
NNIF
2026.05
85
50
LBE
2026.05
84
53
SAREM
2026.05
84
53
iFPU
Classifier=XGBoost
2026.05
84
55
PUHDT
2026.05
76
41
iFPU
Classifier=MLP
2026.05
60
14
nnPU
Classifier=MLP
2026.05
53
11
i-NNPU
Classifier=MLP
2026.05
53
12
uPU
Classifier=MLP
2026.05
52
11
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