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

Table 1

Performance of the new sampling strategy.

Base classifier	FB2 without weighted voting				Traditional bagging scheme
	Accuracy	Precision	Recall	F-score	Accuracy	Precision	Recall	F-score
SVM	0.971	0.970	0.969	0.970	0.976	0.973	0.973	0.975
KNN	0.970	0.969	0.968	0.970	0.975	0.976	0.972	0.972
DT	0.969	0.967	0.969	0.969	0.970	0.969	0.971	0.973
LR	0.968	0.966	0.967	0.969	0.973	0.975	0.976	0.971
LDA	0.964	0.967	0.966	0.968	0.968	0.970	0.971	0.969
MLP	0.970	0.969	0.968	0.970	0.976	0.973	0.972	0.975