Research Article
FB2Droid: A Novel Malware Family-Based Bagging Algorithm for Android Malware Detection
Table 5
Comparison with traditional bagging algorithms.
| Base classifier | Performance of the traditional bagging | Performance of FB2 with optimal weight | Accuracy | Precision | Recall | F-score | Accuracy | Precision | Recall | F-score |
| SVM | 0.971 | 0.970 | 0.969 | 0.970 | 0.984 | 0.983 | 0.986 | 0.985 | KNN | 0.970 | 0.969 | 0.968 | 0.970 | 0.980 | 0.980 | 0.982 | 0.981 | DT | 0.969 | 0.967 | 0.969 | 0.969 | 0.978 | 0.973 | 0.983 | 0.977 | LR | 0.968 | 0.966 | 0.967 | 0.969 | 0.983 | 0.981 | 0.984 | 0.985 | LDA | 0.964 | 0.967 | 0.966 | 0.968 | 0.979 | 0.981 | 0.978 | 0.979 | MLP | 0.970 | 0.969 | 0.968 | 0.970 | 0.982 | 0.981 | 0.985 | 0.983 |
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