Classification on Credit Default 40% MCAR
0.481Inference Time (s)AMR
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.481 | — | 78.1 | — | 1.04 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 0.699 | — | 81 | — | 1.04 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 1.21 | — | 81.05 | — | 1.04 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 3.7 | 81.03 | 81.3 | 0.1 | — | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 3.93 | 81.03 | 81 | 30 | — | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 5.05 | — | 78.1 | — | 100 | |
| BaselineImputation Model=MICE2025.03 | 5.1 | — | 80.68 | 100 | — | |
| AMRImputation Model=KNN2025.03 | 5.27 | — | 80.99 | 0.01 | — | |
| AMRImputation Model=MICE2025.03 | 5.31 | — | 80.79 | 0.01 | — | |
| AMRImputation Model=MF2025.03 | 5.41 | — | 80.97 | 0.01 | — | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 14.19 | 81.03 | 81.02 | 0.23 | — | |
| ACImputation Model=MF2025.03 | 14.43 | — | 80.96 | 0.23 | — | |
| ACImputation Model=KNN2025.03 | 14.61 | — | 80.97 | 0.23 | — | |
| ACImputation Model=MICE2025.03 | 20.84 | — | 80.97 | 0.23 | — | |
| AMRImputation Model=TCSDI2025.03 | 29 | — | 80.99 | 0.01 | — | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 38.56 | — | 79.6 | — | 100 | |
| BaselineImputation Model=KNN2025.03 | 39.4 | — | 80.97 | 100 | — | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 71.314 | — | 81.05 | — | 1.04 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 98.32 | — | 78.14 | — | 100 | |
| BaselineImputation Model=MF2025.03 | 104 | — | 80.68 | 100 | — | |
| ACImputation Model=TCSDI2025.03 | 185 | — | 80.97 | 0.23 | — | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 14,263 | — | 78.08 | — | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 14,294 | — | 80.99 | 100 | — |