Classification on Water-Potability original missingness
100Imputation Rate (%)Baseline
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineRepair Method=Baseline, Imputation Model=KNN2025.03 | 100 | 0.01 | 61.13 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MICE2025.03 | 100 | 0.02 | 60.98 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=TCSDI2025.03 | 100 | 1,462 | 60.98 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MF2025.03 | 100 | 10.8 | 60.98 | — | — | — | — | — | — | — | — | |
| BaselineModel Type=Neural Networks2025.03 | 100 | — | — | 0.0053 | 0.0115 | 1,459 | 12.8 | 60.53 | 60.63 | 61.3 | 60.53 | |
| AMRModel Type=Neural Networks2025.03 | 1.96 | — | — | 1.24 | 1.26 | 92.18 | 2.94 | 59.57 | 59.36 | 60.1 | 58.87 | |
| ACRepair Method=AC, Imputation Model=KNN2025.03 | 1.94 | 0.37 | 61.13 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=MICE2025.03 | 1.94 | 0.76 | 61.08 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=TCSDI2025.03 | 1.94 | 83.14 | 60.98 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=MF2025.03 | 1.94 | 0.38 | 61.08 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=KNN2025.03 | 0.03 | 1.06 | 60.98 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MICE2025.03 | 0.03 | 1.33 | 60.98 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=TCSDI2025.03 | 0.03 | 8.5 | 60.98 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MF2025.03 | 0.03 | 1.24 | 60.98 | — | — | — | — | — | — | — | — |