Research Article
An Android Malware Detection Leveraging Machine Learning
| Classifier | Train | Test | Validate | CPU times | Wall time | CPU times | Wall time | CPU times | Wall time | User | System | User | System | User | System |
| Gradient boosting | 8 min 48 s | 792 ms | 16 min 4 s | 797 ms | 116 ms | 1.04 s | 814 ms | 112 ms | 1.06 s | XGBoost | 38 min 53 s | 2.06 s | 1 min 58 s | 2.86 s | 128 ms | 414 ms | 2.62 s | 96 ms | 399 ms | Decision tree | 1.83 s | 1.38 s | 2.94 s | 309 ms | 184 ms | 521 ms | 326 ms | 176 ms | 539 ms | Random forest | 5.04 s | 76 ms | 5.25 s | 174 ms | 120 ms 4 | 464 ms | 177 ms | 160 ms | 486 ms |
|
|