Malware Detection on Malware MNAR 40% (test)
0.36Inference Time (s)ActiveClean
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ActiveCleanClassifier=SVM, Repair Mechanism=AC2025.03 | 0.36 | 93.03 | 3.31 | |
| ACImputation=KNN2025.03 | 0.515 | 98.21 | 2.163 | |
| AMRImputation=KNN2025.03 | 1.34 | 98.32 | 0.4 | |
| ACImputation=KNN2025.03 | 1.525 | 93.99 | 3.245 | |
| AMRImputation=KNN2025.03 | 3.04 | 95.03 | 1.87 | |
| MRImputation=KNN2025.03 | 3.37 | 98.56 | 9.95 | |
| BaselineImputation=KNN2025.03 | 4.39 | 98.7 | 100 | |
| Almost Minimal RepairClassifier=SVM, Repair Mechanism=AMR2025.03 | 8.12 | 96.22 | 3.7 | |
| Minimal RepairClassifier=SVM, Repair Mechanism=MR2025.03 | 16.13 | 95.41 | 22.12 | |
| MRImputation=KNN2025.03 | 25.32 | 95.16 | 22.83 | |
| BaselineImputation=KNN2025.03 | 50.34 | 96.52 | 100 | |
| ACImputation=MF2025.03 | 1,659.4 | 93.63 | 3.245 | |
| AMRImputation=MF2025.03 | 1,955 | 95.24 | 1.87 | |
| MRImputation=MF2025.03 | 3,622.7 | 95.02 | 22.83 | |
| AMRImputation=TCSDI2025.03 | 5,812 | 95.19 | 1.87 | |
| BaselineImputation=MF2025.03 | 7,124.4 | 96.33 | 100 | |
| ACImputation=TCSDI2025.03 | 10,534 | 93.48 | 3.245 | |
| MRImputation=TCSDI2025.03 | 95,044 | 95.13 | 22.83 |