Classification on Credit Default 20% MCAR
0.624Execution Time (s)AMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.624 | — | 78.28 | 2.08 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 1.117 | — | 81 | 2.08 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 1.39 | 81.03 | 81.02 | 30 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 1.67 | — | 81.05 | 2.08 | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 5.14 | — | 80.1 | 100 | |
| AMRImputation Model=KNN2025.03 | 5.27 | — | 80.87 | 0.01 | |
| AMRImputation Model=MICE2025.03 | 5.42 | — | 80.75 | 0.01 | |
| AMRImputation Model=MF2025.03 | 5.54 | — | 80.83 | 0.01 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 5.6 | 81.03 | 81.2 | 0.1 | |
| BaselineImputation Model=MICE2025.03 | 5.8 | — | 80.65 | 100 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 11.86 | 81.03 | 81.02 | 0.19 | |
| ACImputation Model=MF2025.03 | 15.16 | — | 80.99 | 0.23 | |
| ACImputation Model=KNN2025.03 | 15.25 | — | 80.99 | 0.23 | |
| ACImputation Model=MICE2025.03 | 22.31 | — | 80.99 | 0.23 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 23.2 | — | 78.1 | 100 | |
| BaselineImputation Model=KNN2025.03 | 25.1 | — | 80.93 | 100 | |
| AMRImputation Model=TCSDI2025.03 | 27 | — | 80.81 | 0.01 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 99.933 | — | 81.05 | 2.08 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 108.3 | — | 78.4 | 100 | |
| BaselineImputation Model=MF2025.03 | 115 | — | 80.96 | 100 | |
| ACImputation Model=TCSDI2025.03 | 170 | — | 80.94 | 0.23 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 7,071 | — | 80.3 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 7,094 | — | 80.89 | 100 |