Research Article
Effective and Efficient Android Malware Detection and Category Classification Using the Enhanced KronoDroid Dataset
Table 3
Accuracy of malware detection.
| Features | RF (%) | DT (%) | KNN (%) | SVM (%) |
| Top30 ExtraTree classifier | 95.99 | 96.82 | 91.53 | 84.28 | Top30 mutual information | 96.57 | 94.88 | 90.47 | 82.03 | Top30 MinMax ExtraTree classifier | 96.33 | 95.58 | 95.62 | 95.25 | Top30 MinMax mutual information | 96.63 | 94.94 | 95.28 | 91.06 | Top50 ExtraTree classifier | 97.72 | 95.88 | 86.66 | 68.66 | Top50 mutual information | 96.85 | 95.14 | 88.97 | 73.08 | Top50 MinMax ExtraTree classifier | 97.98 | 96.44 | 96.78 | 95.26 | Top50 MinMax mutual information | 96.84 | 95.21 | 95.66 | 92.03 | Top100 ExtraTree classifier | 97.72 | 95.58 | 89.90 | 69.17 | Top100 mutual information | 97.51 | 81.78 | 89.66 | 74.14 | Top100 MinMax ExtraTree classifier | 97.73 | 96.10 | 96.85 | 95.47 | Top100 MinMax mutual information | 97.55 | 82.55 | 96.77 | 95.54 |
|
|
Bold values are highest values/results of each classifier.
|