Using a Subtractive Center Behavioral Model to Detect Malware

Table 14

Comparison of classifiers from different studies.

Paper	Classifier	DR (%)	FPR (%)	Acc. (%)	Year
Firdausi et al. [43]	NB	58.1	12.8	65.4	2010
	J48	90.9	3.8	93.6
Ye et al. [25]	NB	63.3	—	50.2	2010
	SVM	84.5	—	83.4
	J48	56.8	—	57.3
Islam et al. [16]	SVM	—	14	84.3	2013
	RF	—	10.4	87.8
Santos et al. [44]	KNN K = 2	—	14	90.7	2013
	J48	—	9	91.2
	NB	—	31	79.6
Yousefi-Azar et al. [45]	SVM	95	5.07	93.4	2018
	RF	93.2	6.82	90.1
	KNN	90	10	91.2
Proposed method	J48	99.9	0.2	99.8	2019
	SLR	97.4	2	97.4
	SMO	93.2	6.8	93.1
	KNN	99.6	0.8	99.62
	NB	75.6	15.3	75.62