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Prediction under missing values on FICO (test)
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79.1
AUROC
LR
73.588
75.019
76.45
77.881
May 6, 2025
AUROC
Missingness Reliance (ρ̂)
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
Missingness Reliance (ρ̂)
LR
Imputation method=zero...
2025.05
79.1
75.4
NEUMISS
Imputation method=zero...
2025.05
79
75.4
XGBOOST
Imputation method=zero...
2025.05
78.4
69.3
M-GAM (IND)
Imputation method=zero...
2025.05
77.9
42.4
M-GAM (INT)
Imputation method=zero...
2025.05
77.6
29.1
RF
Imputation method=zero...
2025.05
77.3
65.4
MINTY
Imputation method=zero...
2025.05
76.6
22.8
MA-RF
Imputation method=zero...
2025.05
76.3
5.8
MA-LASSO
Imputation method=zero...
2025.05
75.8
5.7
MA-GBT
Imputation method=zero...
2025.05
75.6
5.9
DT
Imputation method=zero...
2025.05
73.8
5.7
MA-DT
Imputation method=zero...
2025.05
73.8
5.7
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