Research Article
Effective and Efficient Android Malware Detection and Category Classification Using the Enhanced KronoDroid Dataset
Table 4
Accuracy of malware category classification.
| Features | RF (%) | DT (%) | KNN (%) | SVM (%) |
| Top30 ExtraTree classifier | 85.13 | 82.55 | 77.47 | 43.53 | Top30 mutual information | 83.89 | 77.87 | 71.92 | 40.93 | Top30 MinMax ExtraTree classifier | 85.67 | 83.48 | 82.95 | 79.35 | Top30 MinMax mutual information | 84.01 | 77.78 | 79.75 | 60.53 | Top50 ExtraTree classifier | 87.06 | 81.78 | 68.28 | 39.91 | Top50 mutual information | 85.71 | 79.64 | 72.62 | 41.19 | Top50 MinMax ExtraTree classifier | 87.24 | 82.47 | 84.29 | 81.10 | Top50 MinMax mutual information | 85.70 | 80.35 | 81.69 | 61.48 | Top100 ExtraTree classifier | 86.99 | 81.78 | 72.36 | 41.18 | Top100 mutual information | 86.54 | 81.49 | 72.40 | 40.71 | Top100 MinMax ExtraTree classifier | 86.79 | 82.55 | 84.72 | 80.78 | Top100 MinMax mutual information | 86.81 | 82.35 | 83.70 | 77.30 |
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Bold values are highest values/results of each classifier.
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