Logistic Regression Classification on Credit Default 40% Missing (MAR)
4.9Inference Time (s)Baseline
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BaselineImputation Model=MICE2025.03 | 4.9 | 81.03 | 100 | |
| AMRImputation Model=MICE2025.03 | 5.15 | 80.95 | 0.01 | |
| AMRImputation Model=KNN2025.03 | 5.38 | 80.96 | 0.01 | |
| AMRMissingness Mechanism=MAR, Missing Percentage=40%2025.03 | 5.52 | 80.51 | 1 | |
| AMRImputation Model=MF2025.03 | 5.55 | 80.95 | 0.01 | |
| ACImputation Model=MF2025.03 | 14.15 | 80.42 | 0.19 | |
| ACImputation Model=KNN2025.03 | 14.25 | 80.1 | 0.19 | |
| ACMissingness Mechanism=MAR, Missing Percentage=40%2025.03 | 14.91 | 80.69 | 22 | |
| ACImputation Model=MICE2025.03 | 21.35 | 80.49 | 0.19 | |
| AMRImputation Model=TCSDI2025.03 | 27 | 80.99 | 0.01 | |
| BaselineImputation Model=KNN2025.03 | 40.5 | 80.93 | 100 | |
| BaselineImputation Model=MF2025.03 | 108 | 81.03 | 100 | |
| ACImputation Model=TCSDI2025.03 | 191 | 80.57 | 0.19 | |
| BaselineImputation Model=TCSDI2025.03 | 13,854 | 80.98 | 100 |