Research Article
Detecting Android Malwares with High-Efficient Hybrid Analyzing Methods
Table 6
Results of static analysis with different feature sets on older dataset.
| Algorithm | Permission feature | API feature | Permission and API | ACC | TPR | FPR | ACC | TPR | FPR | ACC | TPR | FPR |
| k-NN | 95.76 | 97.31 | 5.21 | 98.42 | 97.30 | 0.43 | 98.61 | 97.21 | 0.14 | SVM | 96.65 | 95.31 | 2.65 | 99.10 | 98.51 | 0.34 | 99.21 | 98.38 | 0.14 | Bayes | 93.37 | 94.62 | 7.31 | 94.13 | 99.57 | 11.01 | 94.41 | 99.42 | 10.7 |
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