Classification on Malware 60% MCAR
97.87AccuracyBaseline
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 97.87 | — | 390,806 | 100 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 96.7 | — | 6,256.4 | 100 | |
| BaselineImputation Model=TCSDI2025.03 | 96.52 | — | — | 100 | |
| ACImputation Model=TCSDI2025.03 | 96.51 | — | 15,716 | 5.72 | |
| ACImputation Model=KNN2025.03 | 96.48 | — | 1.39 | 5.72 | |
| ACImputation Model=MF2025.03 | 96.48 | — | 3,002 | 5.72 | |
| BaselineImputation Model=KNN2025.03 | 96.48 | — | 40.17 | 100 | |
| BaselineImputation Model=MF2025.03 | 96.48 | — | 6,301 | 100 | |
| AMRImputation Model=TCSDI2025.03 | 96.47 | — | 8,172 | 2.65 | |
| AMRImputation Model=MF2025.03 | 96.43 | — | 2,099 | 2.65 | |
| AMRImputation Model=KNN2025.03 | 96.38 | — | 8.39 | 2.65 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 96.37 | 95.91 | 12.81 | 16.65 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 96.16 | — | 41.21 | 100 | |
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 95.87 | — | 0.239 | 5.23 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 95.2 | 95.91 | 3.3 | 3 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 94.32 | — | 4,344.76 | 5.23 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 93.9 | — | 1.773 | 5.23 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 88.67 | 95.91 | 0.17 | 3.28 |