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Benchmarks
Prediction under missing values on ADNI (test)
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79
AUROC
XGBOOST
67.976
70.838
73.7
76.562
May 6, 2025
AUROC
Missingness Reliance (rho_hat)
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
Missingness Reliance (rho_hat)
XGBOOST
Imputation method=zero...
2025.05
79
60.9
MA-GBT
Imputation method=zero...
2025.05
78.5
1.6
MA-RF
Imputation method=zero...
2025.05
78
3.2
NEUMISS
Imputation method=zero...
2025.05
76.4
67
RF
Imputation method=zero...
2025.05
75
66.1
MA-DT
Imputation method=zero...
2025.05
74.1
0.1
DT
Imputation method=zero...
2025.05
72.7
11.7
LR
Imputation method=zero...
2025.05
72
64.1
MINTY
Imputation method=zero...
2025.05
70.6
1.3
M-GAM (IND)
Imputation method=zero...
2025.05
69.7
14.7
M-GAM (INT)
Imputation method=zero...
2025.05
69.5
46.3
MA-LASSO
Imputation method=zero...
2025.05
68.4
11.8
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