Effective and Efficient Android Malware Detection and Category Classification Using the Enhanced KronoDroid Dataset

Table 4

Accuracy of malware category classification.

Features	RF (%)	DT (%)	KNN (%)	SVM (%)
Top30 ExtraTree classifier	85.13	82.55	77.47	43.53
Top30 mutual information	83.89	77.87	71.92	40.93
Top30 MinMax ExtraTree classifier	85.67	83.48	82.95	79.35
Top30 MinMax mutual information	84.01	77.78	79.75	60.53
Top50 ExtraTree classifier	87.06	81.78	68.28	39.91
Top50 mutual information	85.71	79.64	72.62	41.19
Top50 MinMax ExtraTree classifier	87.24	82.47	84.29	81.10
Top50 MinMax mutual information	85.70	80.35	81.69	61.48
Top100 ExtraTree classifier	86.99	81.78	72.36	41.18
Top100 mutual information	86.54	81.49	72.40	40.71
Top100 MinMax ExtraTree classifier	86.79	82.55	84.72	80.78
Top100 MinMax mutual information	86.81	82.35	83.70	77.30

Bold values are highest values/results of each classifier.