Linear Regression on Concrete 20% MNAR
0.0172Time (s)Baseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaselineImputation Model=KNN2025.03 | 0.0172 | 0.0149 | 100 | |
| BaselineImputation Method=KNN2025.03 | 0.0172 | 0.0149 | 100 | |
| minimal repairImputation Model=KNN2025.03 | 0.0179 | 0.015 | 50 | |
| Minimal RepairImputation Method=KNN2025.03 | 0.0179 | 0.015 | 50 | |
| minimal repairImputation Model=MICE2025.03 | 0.0347 | 0.0151 | 50 | |
| Minimal RepairImputation Method=MICE2025.03 | 0.0347 | 0.0151 | 50 | |
| BaselineImputation Model=MICE2025.03 | 0.0396 | 0.015 | 100 | |
| BaselineImputation Method=MICE2025.03 | 0.0396 | 0.015 | 100 | |
| almost minimal repairImputation Model=KNN2025.03 | 0.041 | 0.0152 | 3.42 | |
| Almost Minimal RepairImputation Method=KNN2025.03 | 0.045 | 0.0151 | 3.55 | |
| almost minimal repairImputation Model=MICE2025.03 | 0.062 | 0.0157 | 3.42 | |
| ACImputation Model=KNN2025.03 | 0.069 | 0.0155 | 5.87 | |
| ACImputation Method=KNN2025.03 | 0.076 | 0.0151 | 5.859 | |
| ACImputation Model=MICE2025.03 | 0.084 | 0.0155 | 5.87 | |
| Almost Minimal RepairImputation Method=MICE2025.03 | 0.085 | 0.0149 | 3.55 | |
| minimal repairImputation Model=MF2025.03 | 0.0855 | 0.0148 | 50 | |
| Minimal RepairImputation Method=MF2025.03 | 0.0855 | 0.0148 | 50 | |
| ACImputation Method=MICE2025.03 | 0.092 | 0.015 | 5.859 | |
| almost minimal repairImputation Model=MF2025.03 | 0.34 | 0.0158 | 3.42 | |
| Almost Minimal RepairImputation Method=MF2025.03 | 0.355 | 0.0152 | 3.55 | |
| ACImputation Model=MF2025.03 | 0.573 | 0.0155 | 5.87 | |
| ACImputation Method=MF2025.03 | 0.585 | 0.015 | 5.859 | |
| BaselineImputation Model=MF2025.03 | 1.018 | 0.0147 | 100 | |
| BaselineImputation Method=MF2025.03 | 1.018 | 0.0147 | 100 | |
| almost minimal repairImputation Model=TCSDI2025.03 | 34.1 | 0.0228 | 3.42 | |
| ACImputation Model=TCSDI2025.03 | 58 | 0.0233 | 5.87 | |
| Almost Minimal RepairImputation Method=TCSDI2025.03 | 62.5 | 0.0205 | 3.55 | |
| ACImputation Method=TCSDI2025.03 | 103 | 0.021 | 5.859 | |
| Minimal RepairImputation Method=TCSDI2025.03 | 282 | 0.0171 | 50 | |
| BaselineImputation Method=TCSDI2025.03 | 396 | 0.0169 | 100 | |
| minimal repairImputation Model=TCSDI2025.03 | 443 | 0.0192 | 50 | |
| BaselineImputation Model=TCSDI2025.03 | 461 | 0.0181 | 100 |