Research Article
MobiSentry: Towards Easy and Effective Detection of Android Malware on Smartphones
Table 4
Optimized parameters for each classifier.
| Classifier | Parameters | Range | Parameters that generate best results |
| KNN | n_neighbors n_jobs leaf_size | (2, 20) (1, 20) (10, 50) | 8 1 30 |
| Ada | Criterion splitter estimator | (“gini,” “entropy”) (“best,” “random”) (1, 20) | “gini” “random” 18 |
| RF | max_depth min_samples_leaf criterion | (10, 18) (2, 6) (“gini,” “entropy”) | 18 2 “entropy” |
| GBM | Num of leaves max_depth | (10, 35) (5, 13) | 11 35 |
| SVM | Kernel C gamma | (“linear,” “rbf”) (2−3, 27) (2−5, 22) | “rbf” 2 2−4 |
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