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