Research Article
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 |
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