Classification on Breast Cancer original missingness
100Imputation RateBaseline
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineRepair Method=Baseline, Imputation Model=KNN2025.03 | 100 | 0.03 | 93.57 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MICE2025.03 | 100 | 0.03 | 93.57 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=TCSDI2025.03 | 100 | 98 | 93.57 | — | — | — | — | — | — | — | — | |
| BaselineRepair Method=Baseline, Imputation Model=MF2025.03 | 100 | 1.4 | 93.57 | — | — | — | — | — | — | — | — | |
| BaselineModel Type=Neural Networks2025.03 | 100 | — | — | 0.0039 | 0.046 | 102 | 2.8 | 95.78 | 96.3 | 97 | 97 | |
| ACRepair Method=AC, Imputation Model=KNN2025.03 | 71.11 | 0.06 | 94.05 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=MICE2025.03 | 71.11 | 0.1 | 93.57 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=TCSDI2025.03 | 71.11 | 74 | 93.57 | — | — | — | — | — | — | — | — | |
| ACRepair Method=AC, Imputation Model=MF2025.03 | 71.11 | 0.06 | 93.57 | — | — | — | — | — | — | — | — | |
| AMRModel Type=Neural Networks2025.03 | 30 | — | — | 1.98 | 2.02 | 59 | 3.69 | 97.13 | 96.88 | 97.21 | 97.16 | |
| AMRRepair Method=AMR, Imputation Model=KNN2025.03 | 6.67 | 0.04 | 93.57 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MICE2025.03 | 6.67 | 0.04 | 93.57 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=TCSDI2025.03 | 6.67 | 37 | 93.49 | — | — | — | — | — | — | — | — | |
| AMRRepair Method=AMR, Imputation Model=MF2025.03 | 6.67 | 0.07 | 93.33 | — | — | — | — | — | — | — | — |