Classification on Credit Default 60% MCAR
0.249Time (s)AMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.249 | — | 78.12 | 1.39 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 0.57 | 81.02 | 81.02 | 30 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 0.647 | — | 81 | 1.39 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 0.919 | — | 81.04 | 1.39 | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 3.902 | — | 79.6 | 100 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 4.2 | 81.02 | 80.8 | 0.1 | |
| BaselineImputation Model=MICE2025.03 | 4.2 | — | 80.75 | 100 | |
| AMRImputation Model=KNN2025.03 | 5.24 | — | 80.96 | 0.01 | |
| AMRImputation Model=MF2025.03 | 5.36 | — | 80.94 | 0.01 | |
| AMRImputation Model=MICE2025.03 | 5.41 | — | 80.97 | 0.01 | |
| ACImputation Model=MF2025.03 | 13.12 | — | 80.85 | 0.19 | |
| ACImputation Model=KNN2025.03 | 13.24 | — | 80.98 | 0.19 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 14.2 | 81.02 | 81.02 | 0.19 | |
| ACImputation Model=MICE2025.03 | 17.92 | — | 80.97 | 0.19 | |
| AMRImputation Model=TCSDI2025.03 | 27 | — | 80.98 | 0.01 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 48.04 | — | 79.1 | 100 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 48.453 | — | 81.04 | 1.39 | |
| BaselineImputation Model=KNN2025.03 | 50.1 | — | 80.83 | 100 | |
| ACImputation Model=TCSDI2025.03 | 87 | — | 80.97 | 0.19 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 89.17 | — | 78.12 | 100 | |
| BaselineImputation Model=MF2025.03 | 96 | — | 80.75 | 100 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 21,124 | — | 80.1 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 21,154 | — | 80.85 | 100 |