A Malware Detection Scheme Based on Mining Format Information

Table 5

Experimental results for all classification algorithms (feature selection only from the training set).

Feature selection method	The number of features	Algorithm	TPR (%)	FPR (%)	Accuracy (%)	AUC
Filter	18	J48	98.7	1.5	98.6	0.988
		Random Forest	99.2	1.5	98.9	0.997
		Adaboost (J48)	99.1	1.5	98.8	0.999
		Bagging (J48)	99.1	1.0	99.1	0.998
Wrapper	19	Random Forest	99.1	1.3	99	0.998