A Mobile Malware Detection Method Based on Malicious Subgraphs Mining

Table 4

Comparison of detection rates among malware families.

Family	Dendroid (%)	MIGDroid (%)	Androguard (%)	CFG-based method (%)	Ours (%)
ADRD	100	100	59.09	95.50	100
AnserverBot	96.70	100	0	98.93	96.80
BeanBot	100	100	0	62.5	100
Bgserv	100	100	0	88.9	100
DroidDream	100	100	93.75	93.75	100
DroidDreamLight	100	100	28.26	100	100
DroidKungFu1	88.24	97.06	0	97.05	100
DroidKungFu2	80	60	0	96.66	96.66
DroidKungFu3	92.56	99.35	0	100	100
DroidKungFu4	83.33	72.92	0	100	100
Geinimi	100	100	97.10	100	100
GoldDream	100	100	0	93.75	100
jSMSHider	100	100	0	100	100
Pjapps	100	72.40	41.38	97.78	98.27
Plankton	100	90	18.18	90.91	100
YZHC	100	100	95.45	95.45	100
Zsone	100	100	100	100	100
Asroot	100	50	0	37.50	100
BaseBridge	92.80	44.26	0	99.18	98.36
KMin	100	21.15	78.86	100	100
RogueSPPush	100	55.56	100	98.88	100
SndApps	100	0	100	100	100
zHash	100	0	0	90.91	100
Average	97.11	76.63	35.30	92.94	99.56