Malware Detection on Malware MNAR 60% (test)
0.22Inference Time (s)ActiveClean
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ActiveCleanClassifier=SVM, Repair Mechanism=AC2025.03 | 0.22 | 94.21 | 3.09 | |
| ACImputation=KNN2025.03 | 0.248 | 97.89 | 2.138 | |
| ACImputation=KNN2025.03 | 0.946 | 94.27 | 3.363 | |
| MRImputation=KNN2025.03 | 4.31 | 98.1 | 9.39 | |
| AMRImputation=KNN2025.03 | 4.51 | 94.04 | 2.04 | |
| BaselineImputation=KNN2025.03 | 5.73 | 98.84 | 100 | |
| Almost Minimal RepairClassifier=SVM, Repair Mechanism=AMR2025.03 | 8.42 | 96.18 | 5.3 | |
| AMRImputation=MICE2025.03 | 16.4 | 98.23 | 0.3 | |
| Minimal RepairClassifier=SVM, Repair Mechanism=MR2025.03 | 22.22 | 95.14 | 20.98 | |
| MRImputation=KNN2025.03 | 27 | 95.23 | 19.75 | |
| BaselineImputation=KNN2025.03 | 63.3 | 96.18 | 100 | |
| ACImputation=MF2025.03 | 1,128.5 | 94.04 | 3.363 | |
| MRImputation=MF2025.03 | 1,598.4 | 95.13 | 19.75 | |
| AMRImputation=MF2025.03 | 1,986 | 94.55 | 2.04 | |
| BaselineImputation=MF2025.03 | 6,061.5 | 96.08 | 100 | |
| AMRImputation=TCSDI2025.03 | 6,091 | 94.23 | 2.04 | |
| ACImputation=TCSDI2025.03 | 15,259 | 94.01 | 3.363 | |
| MRImputation=TCSDI2025.03 | 103,279 | 95.2 | 19.75 |