Linear Regression on Gas 40% MNAR
0.274Time (s)AC
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ACImputation Model=KNN2025.03 | 0.274 | 0.258 | 6.79 | |
| ACImputation Method=KNN2025.03 | 0.363 | 0.234 | 4.55 | |
| almost minimal repairImputation Model=KNN2025.03 | 0.42 | 0.262 | 4.53 | |
| minimal repairImputation Model=KNN2025.03 | 0.444 | 0.122 | 50 | |
| Minimal RepairImputation Method=KNN2025.03 | 0.444 | 0.122 | 53.8 | |
| Almost Minimal RepairImputation Method=KNN2025.03 | 0.45 | 0.23 | 1.95 | |
| BaselineImputation Model=KNN2025.03 | 0.577 | 0.146 | 100 | |
| BaselineImputation Method=KNN2025.03 | 0.577 | 0.146 | 100 | |
| Almost Minimal RepairImputation Method=MICE2025.03 | 15.2 | 0.205 | 1.95 | |
| ACImputation Model=MICE2025.03 | 15.67 | 0.229 | 6.79 | |
| ACImputation Method=MICE2025.03 | 17.54 | 0.199 | 4.55 | |
| almost minimal repairImputation Model=MICE2025.03 | 19.8 | 0.225 | 4.53 | |
| minimal repairImputation Model=MICE2025.03 | 36.57 | 0.1015 | 50 | |
| Minimal RepairImputation Method=MICE2025.03 | 36.57 | 0.1015 | 53.8 | |
| BaselineImputation Model=MICE2025.03 | 38.22 | 0.1015 | 100 | |
| BaselineImputation Method=MICE2025.03 | 38.22 | 0.1015 | 100 | |
| Almost Minimal RepairImputation Method=TCSDI2025.03 | 48.6 | 0.35 | 1.95 | |
| almost minimal repairImputation Model=MF2025.03 | 51.4 | 0.271 | 4.53 | |
| Almost Minimal RepairImputation Method=MF2025.03 | 59.8 | 0.231 | 1.95 | |
| ACImputation Model=MF2025.03 | 76.3 | 0.267 | 6.79 | |
| ACImputation Method=TCSDI2025.03 | 113.6 | 0.343 | 4.55 | |
| ACImputation Method=MF2025.03 | 139.5 | 0.234 | 4.55 | |
| almost minimal repairImputation Model=TCSDI2025.03 | 168.2 | 0.288 | 4.53 | |
| ACImputation Model=TCSDI2025.03 | 251 | 0.293 | 6.79 | |
| minimal repairImputation Model=MF2025.03 | 436.37 | 0.122 | 50 | |
| Minimal RepairImputation Method=MF2025.03 | 436.37 | 0.122 | 53.8 | |
| BaselineImputation Model=MF2025.03 | 467.34 | 0.139 | 100 | |
| BaselineImputation Method=MF2025.03 | 467.34 | 0.139 | 100 | |
| minimal repairImputation Model=TCSDI2025.03 | 1,741 | 0.102 | 50 | |
| Minimal RepairImputation Method=TCSDI2025.03 | 1,758 | 0.102 | 53.8 | |
| BaselineImputation Model=TCSDI2025.03 | 1,785 | 0.105 | 100 | |
| BaselineImputation Method=TCSDI2025.03 | 1,785 | 0.102 | 100 |