Linear Regression on Superconductivity 20 MCAR injected (test)
0.0692Time (s)Baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineImputation Method=KNN2025.03 | 0.0692 | 0.0088 | 100 | |
| Almost Minimal RepairImputation Method=KNN2025.03 | 0.12 | 0.0095 | 0.04 | |
| Minimal RepairMethod=MR, Ground Truth MSE=0.00882025.03 | 2.305 | 0.0089 | 70 | |
| Minimal RepairImputation Method=KNN2025.03 | 2.369 | 0.0089 | 70 | |
| Almost Minimal RepairMethod=AMR, Ground Truth MSE=0.00882025.03 | 2.45 | 0.0912 | 0.18 | |
| Almost Minimal RepairImputation Method=MF2025.03 | 14.2 | 0.0091 | 0.04 | |
| ACImputation Method=KNN2025.03 | 14.4 | 0.0088 | 0.2548 | |
| Active CleaningMethod=AC, Ground Truth MSE=0.00882025.03 | 14.75 | 0.0088 | 0.28 | |
| Almost Minimal RepairImputation Method=TCSDI2025.03 | 18.5 | 0.0094 | 0.04 | |
| Minimal RepairImputation Method=MICE2025.03 | 33.16 | 0.009 | 70 | |
| BaselineImputation Method=MICE2025.03 | 34.17 | 0.0089 | 100 | |
| Almost Minimal RepairImputation Method=MICE2025.03 | 35.5 | 0.009 | 0.04 | |
| ACImputation Method=MICE2025.03 | 53.16 | 0.0088 | 0.2548 | |
| ACImputation Method=TCSDI2025.03 | 96.4 | 0.0092 | 0.2548 | |
| BaselineImputation Method=MF2025.03 | 794.8 | 0.0091 | 100 | |
| Minimal RepairImputation Method=MF2025.03 | 851.1 | 0.0091 | 70 | |
| ACImputation Method=MF2025.03 | 1,832.87 | 0.0088 | 0.2548 | |
| Minimal RepairImputation Method=TCSDI2025.03 | 29,165 | 0.009 | 70 | |
| BaselineImputation Method=TCSDI2025.03 | 30,515 | 0.009 | 100 |