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

Table 3

Accuracy of malware detection.

Features	RF (%)	DT (%)	KNN (%)	SVM (%)
Top30 ExtraTree classifier	95.99	96.82	91.53	84.28
Top30 mutual information	96.57	94.88	90.47	82.03
Top30 MinMax ExtraTree classifier	96.33	95.58	95.62	95.25
Top30 MinMax mutual information	96.63	94.94	95.28	91.06
Top50 ExtraTree classifier	97.72	95.88	86.66	68.66
Top50 mutual information	96.85	95.14	88.97	73.08
Top50 MinMax ExtraTree classifier	97.98	96.44	96.78	95.26
Top50 MinMax mutual information	96.84	95.21	95.66	92.03
Top100 ExtraTree classifier	97.72	95.58	89.90	69.17
Top100 mutual information	97.51	81.78	89.66	74.14
Top100 MinMax ExtraTree classifier	97.73	96.10	96.85	95.47
Top100 MinMax mutual information	97.55	82.55	96.77	95.54

Bold values are highest values/results of each classifier.