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ResearchFormerly WizWand

Classification on Credit Default 40% MCAR

0.481Inference Time (s)AMR
-571.259763,287.990377,147.240511,006.49063Mar 18, 2025
Updated 7mo ago

Evaluation results

MethodLinks
AMRImputation model=TCSDI, Classifier=MLP2025.030.481—78.1—1.04
AMRImputation model=KNN, Classifier=MLP2025.030.699—81—1.04
AMRImputation model=MICE, Classifier=MLP2025.031.21—81.05—1.04
AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.033.781.0381.30.1—
MRRepair Method=Minimal Repair, Classifier=SVM2025.033.9381.038130—
BaselineImputation model=MICE, Classifier=MLP2025.035.05—78.1—100
BaselineImputation Model=MICE2025.035.1—80.68100—
AMRImputation Model=KNN2025.035.27—80.990.01—
AMRImputation Model=MICE2025.035.31—80.790.01—
AMRImputation Model=MF2025.035.41—80.970.01—
ACRepair Method=Attribute Completion, Classifier=SVM2025.0314.1981.0381.020.23—
ACImputation Model=MF2025.0314.43—80.960.23—
ACImputation Model=KNN2025.0314.61—80.970.23—
ACImputation Model=MICE2025.0320.84—80.970.23—
AMRImputation Model=TCSDI2025.0329—80.990.01—
BaselineImputation model=KNN, Classifier=MLP2025.0338.56—79.6—100
BaselineImputation Model=KNN2025.0339.4—80.97100—
AMRImputation model=MF, Classifier=MLP2025.0371.314—81.05—1.04
BaselineImputation model=MF, Classifier=MLP2025.0398.32—78.14—100
BaselineImputation Model=MF2025.03104—80.68100—
ACImputation Model=TCSDI2025.03185—80.970.23—
BaselineImputation model=TCSDI, Classifier=MLP2025.0314,263—78.08—100
BaselineImputation Model=TCSDI2025.0314,294—80.99100—