Permission-based Android Malware Detection on NATICUSdroid
96.8Benign PrecisionCB
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| CBTraining Strategy=Hybrid2026.05 | 96.8 | 96.97 | 96.88 | 96.98 | 96.81 | 96.89 | 0.99 | 96.89 | |
| LGBMTraining Strategy=Hybrid2026.05 | 96.71 | 96.31 | 96.51 | 96.34 | 96.73 | 96.54 | 0.99 | 96.52 | |
| HGBTraining Strategy=Hybrid2026.05 | 96.71 | 96.46 | 96.58 | 96.49 | 96.73 | 96.61 | 0.99 | 96.59 | |
| XGBTraining Strategy=Hybrid2026.05 | 96.65 | 96.92 | 96.79 | 96.93 | 96.65 | 96.79 | 0.99 | 96.79 | |
| RFTraining Strategy=Hybrid2026.05 | 96.6 | 97.35 | 96.97 | 97.34 | 96.59 | 96.96 | 0.99 | 96.97 |