Classification on Bankruptcy original missingness
100Percentage Samples ImputedBaseline
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineRepair Method=Baseline, Imputation Model=KNN2025.03 | 100 | 0.5 | 93.19 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MICE2025.03 | 100 | 1.98 | 93.15 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=TCSDI2025.03 | 100 | 7,599 | 93.15 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MF2025.03 | 100 | 689 | 93.15 | — | — | — | — | — | — | — | — | |
| BaselineModel Type=Neural Networks2025.03 | 100 | — | — | 4.843 | 22.15 | 7,620 | 710.16 | 96 | 96.3 | 97 | 97.46 | |
| AMRModel Type=Neural Networks2025.03 | 5.17 | — | — | 14.96 | 18.46 | 249.9 | 407.08 | 97.79 | 97.81 | 97.83 | 97.83 | |
| AMRRepair Method=AMR, Imputation Model=KNN2025.03 | 0.77 | 1.09 | 94.84 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MICE2025.03 | 0.77 | 0.72 | 94.8 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=TCSDI2025.03 | 0.77 | 133 | 94.8 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MF2025.03 | 0.77 | 3.25 | 94.88 | — | — | — | — | — | — | — | — |