Classification on Malware 20% MCAR
96.89AccuracyBaseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaselineImputation Model=TCSDI2025.03 | 96.89 | — | — | 100 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 96.74 | — | 130,269 | 100 | |
| ACImputation Model=KNN2025.03 | 96.73 | — | 3.8 | 13.58 | |
| ACImputation Model=MF2025.03 | 96.73 | — | 2,857 | 13.58 | |
| BaselineImputation Model=KNN2025.03 | 96.73 | — | 15.9 | 100 | |
| BaselineImputation Model=MF2025.03 | 96.73 | — | 6,141 | 100 | |
| AMRImputation Model=TCSDI2025.03 | 96.71 | — | 11,354 | 8.15 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 96.7 | 95.61 | 6.15 | 18.68 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 96.7 | — | 6,645.5 | 100 | |
| AMRImputation Model=KNN2025.03 | 96.69 | — | 8.57 | 8.15 | |
| ACImputation Model=TCSDI2025.03 | 96.68 | — | 19,534 | 13.58 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 96.52 | — | 13.9 | 100 | |
| AMRImputation Model=MF2025.03 | 96.32 | — | 2,053 | 8.15 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 96.1 | — | 3.225 | 15.67 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 95.6 | 95.61 | 2.2 | 1.9 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 95.59 | — | 2,479.86 | 15.67 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 93.13 | 95.61 | 1.36 | 6.39 | |
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 90.01 | — | 2.992 | 15.67 |