Classification on Tuadromd 20% MCAR
0.404Inference Time (s)AMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation model=KNN, Classifier=MLP2025.03 | 0.404 | — | 98.9 | 9.34 | |
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.425 | — | 97 | 9.34 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 0.6 | 98.67 | 97.8 | 1.9 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 0.68 | 98.67 | 97.53 | 3.78 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 1.14 | 98.67 | 98.73 | 11.9 | |
| ACImputation Model=KNN2025.03 | 1.19 | — | 98.28 | 3.36 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 2.37 | — | 98.77 | 100 | |
| BaselineImputation Model=KNN2025.03 | 3.14 | — | 98.43 | 100 | |
| AMRImputation Model=MICE2025.03 | 14.39 | — | 98.21 | 4.06 | |
| AMRImputation Model=KNN2025.03 | 15.63 | — | 98.13 | 4.06 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 45.502 | — | 98.74 | 9.34 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 45.6 | — | 98.7 | 100 | |
| AMRImputation Model=MF2025.03 | 49.84 | — | 98.21 | 4.06 | |
| BaselineImputation Model=MF2025.03 | 50.7 | — | 98.43 | 100 | |
| ACImputation Model=MICE2025.03 | 71.95 | — | 98.21 | 3.36 | |
| ACImputation Model=MF2025.03 | 96.42 | — | 98.21 | 3.36 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 99.67 | — | 98.88 | 9.34 | |
| ACImputation Model=TCSDI2025.03 | 101 | — | 98.3 | 3.36 | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 102.11 | — | 98.77 | 100 | |
| BaselineImputation Model=MICE2025.03 | 113.2 | — | 98.43 | 100 | |
| AMRImputation Model=TCSDI2025.03 | 141 | — | 98.23 | 4.06 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 1,987 | — | 98.66 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 2,037 | — | 98.46 | 100 |