Classification on Tuadromd 60% MCAR
0.034Inference Time (s)AMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.034 | — | 98.32 | 4.67 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 0.324 | — | 98.9 | 4.67 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 0.34 | 98.77 | 97.5 | 2.48 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 0.4 | 98.77 | 97.9 | 1.7 | |
| ACImputation Model=KNN2025.03 | 0.73 | — | 98.09 | 2.44 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 3.29 | 98.77 | 98.77 | 11.8 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 6.21 | — | 97.6 | 100 | |
| BaselineImputation Model=KNN2025.03 | 7.1 | — | 98.65 | 100 | |
| AMRImputation Model=KNN2025.03 | 15.59 | — | 98.09 | 1.35 | |
| AMRImputation Model=MICE2025.03 | 16.59 | — | 98.09 | 1.35 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 37.91 | — | 98.81 | 4.67 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 43.96 | — | 98.66 | 100 | |
| BaselineImputation Model=MF2025.03 | 49.4 | — | 98.32 | 100 | |
| AMRImputation Model=MF2025.03 | 51.64 | — | 98.29 | 1.35 | |
| ACImputation Model=MICE2025.03 | 62.75 | — | 98.06 | 2.44 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 75.595 | — | 98.69 | 4.67 | |
| ACImputation Model=MF2025.03 | 87.53 | — | 98.21 | 2.44 | |
| AMRImputation Model=TCSDI2025.03 | 98 | — | 98.41 | 1.35 | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 100.6 | — | 97.3 | 100 | |
| BaselineImputation Model=MICE2025.03 | 124 | — | 98.32 | 100 | |
| ACImputation Model=TCSDI2025.03 | 189 | — | 98.24 | 2.44 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 6,476 | — | 98.66 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 6,517 | — | 98.69 | 100 |