Classification on Tuadromd 40% MCAR
0.306Inference Time (s)AMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation model=KNN, Classifier=MLP2025.03 | 0.306 | — | 98.9 | 5.84 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 0.4 | 98.77 | 97.7 | 0.9 | |
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 0.467 | — | 96.34 | 5.84 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 0.54 | 98.77 | 97.42 | 3.53 | |
| ACImputation Model=KNN2025.03 | 0.96 | — | 98.51 | 2.5 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 2.19 | 98.77 | 98.81 | 11.1 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 4.69 | — | 97.3 | 100 | |
| BaselineImputation Model=KNN2025.03 | 4.71 | — | 98.54 | 100 | |
| AMRImputation Model=KNN2025.03 | 16.43 | — | 98.09 | 2.03 | |
| AMRImputation Model=MICE2025.03 | 19.4 | — | 98.47 | 2.03 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 41.645 | — | 98.9 | 5.84 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 43.94 | — | 98.84 | 100 | |
| AMRImputation Model=MF2025.03 | 50.07 | — | 98.39 | 2.03 | |
| BaselineImputation Model=MF2025.03 | 54.3 | — | 98.43 | 100 | |
| ACImputation Model=MICE2025.03 | 69.81 | — | 98.33 | 2.5 | |
| AMRImputation model=MICE, Classifier=MLP2025.03 | 93.067 | — | 98.79 | 5.84 | |
| ACImputation Model=MF2025.03 | 98.51 | — | 98.51 | 2.5 | |
| BaselineImputation model=MICE, Classifier=MLP2025.03 | 100.14 | — | 97.6 | 100 | |
| AMRImputation Model=TCSDI2025.03 | 107 | — | 98.49 | 2.03 | |
| BaselineImputation Model=MICE2025.03 | 110.3 | — | 98.54 | 100 | |
| ACImputation Model=TCSDI2025.03 | 124 | — | 98.57 | 2.5 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 3,882 | — | 98.66 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 3,922 | — | 98.6 | 100 |