Classification on Malware 40% MCAR
96.87Reported AccuracyAMR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AMRImputation Model=TCSDI2025.03 | 96.87 | — | 14,327 | 4.6 | |
| BaselineImputation Model=TCSDI2025.03 | 96.78 | — | — | 100 | |
| BaselineImputation model=TCSDI, Classifier=MLP2025.03 | 96.74 | — | 260,537 | 100 | |
| ACImputation Model=KNN2025.03 | 96.73 | — | 2.27 | 7.31 | |
| ACImputation Model=MF2025.03 | 96.73 | — | 2,955 | 7.31 | |
| BaselineImputation Model=KNN2025.03 | 96.73 | — | 29.14 | 100 | |
| BaselineImputation Model=MF2025.03 | 96.73 | — | 6,417 | 100 | |
| AMRImputation Model=MF2025.03 | 96.72 | — | 2,137 | 4.6 | |
| ACImputation Model=TCSDI2025.03 | 96.72 | — | 19,571 | 7.31 | |
| AMRImputation Model=KNN2025.03 | 96.39 | — | 9.95 | 4.6 | |
| AMRImputation model=TCSDI, Classifier=MLP2025.03 | 95.79 | — | 0.419 | 7.84 | |
| BaselineImputation model=MF, Classifier=MLP2025.03 | 95.75 | — | 6,347.8 | 100 | |
| AMRImputation model=MF, Classifier=MLP2025.03 | 95.44 | — | 7,075.08 | 7.84 | |
| AMRImputation model=KNN, Classifier=MLP2025.03 | 94.8 | — | 2.755 | 7.84 | |
| BaselineImputation model=KNN, Classifier=MLP2025.03 | 93.83 | — | 27.66 | 100 | |
| AMRRepair Method=Almost Minimal Repair, Classifier=SVM2025.03 | 92.6 | 95.03 | 3 | 2.1 | |
| MRRepair Method=Minimal Repair, Classifier=SVM2025.03 | 92.42 | 95.03 | 9.8 | 21.1 | |
| ACRepair Method=Attribute Completion, Classifier=SVM2025.03 | 92.2 | 95.03 | 0.56 | 3.35 |