Permission-based Android Malware Detection on PerMalDroid
85.83Precision (Benign)CB
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CBTraining Strategy=Hybrid2026.05 | 85.83 | 88.86 | 87.29 | 89.3 | 86.21 | 87.7 | 94 | 87.5 | |
| HGBTraining Strategy=Hybrid2026.05 | 85.8 | 87.45 | 86.61 | 88 | 86.38 | 87.18 | 93 | 86.9 | |
| RFTraining Strategy=Hybrid2026.05 | 85.61 | 90.45 | 87.93 | 90.65 | 85.72 | 88.08 | 95 | 88.01 | |
| XGBTraining Strategy=Hybrid2026.05 | 85.48 | 88.34 | 86.86 | 88.74 | 85.88 | 87.27 | 93 | 87.07 | |
| LGBMTraining Strategy=Hybrid2026.05 | 85.11 | 87.63 | 86.33 | 88.06 | 85.55 | 86.77 | 93 | 86.56 |