Research Article

FB2Droid: A Novel Malware Family-Based Bagging Algorithm for Android Malware Detection

Table 3

Comparison with multiple base classifiers.

Base classifierPerformance of the base classifierPerformance of the FB2
AccuracyPrecisionRecallF-scoreAccuracyPrecisionRecallF-score

SVM0.9640.9660.9680.9670.9840.9830.9860.985
KNN0.9660.9650.9620.9650.9800.9800.9820.981
DT0.9670.9630.9690.9660.9780.9730.9830.977
LR0.9620.9630.9650.9640.9830.9810.9840.985
LDA0.9610.9630.9640.9660.9790.9810.9780.979
MLP0.9670.9700.9600.9680.9820.9810.9850.983