Mal-Netminer: Malware Classification Approach Based on Social Network Analysis of System Call Graph

Table 5

Malware classification and detection models using various learning algorithms.

Category	Classifier	Previous works
Probabilistic-based algorithm	Naïve Bayes	[14, 19, 33–35]
Rule-based algorithm	RIPPER	[33, 35]
Function-based algorithm	SVM	[6, 7, 14, 34, 36–38]
	MLP	[33, 38]
	RBF	[39, 40]
Instance-based algorithm	-NN	[14, 33, 34, 36, 38]
Tree-based algorithm	Decision tree	[6, 14, 16, 34, 36, 38]
Ensemble algorithm	Random forest	[38, 41]
	Boosting	[14, 16]
	Voting	[42]
	Bagging	[41, 43]