Research Article
A Deep Learning Method for Android Application Classification Using Semantic Features
Table 10
The basic information of malware families.
| Malware families | Samples | Feature set I | Feature set I + II |
| FakeInstaller | 925 | 57 | 76 | DroidKungFu | 666 | 116 | 135 | Plankon | 625 | 133 | 152 | Opfake | 613 | 45 | 64 | GinMaster | 339 | 114 | 133 | BaseBridge | 328 | 66 | 85 | Iconosys | 152 | 33 | 52 | Kmin | 147 | 30 | 49 | FakeDoc | 132 | 49 | 68 | Geinimi | 91 | 43 | 62 | Adrd | 91 | 105 | 124 | DroidDream | 81 | 77 | 96 | ExploitLinuxLotoor | 69 | 67 | 86 | MobileTx | 69 | 10 | 29 | Glodream | 69 | 41 | 60 | FakeRun | 61 | 24 | 43 | SendPay | 59 | 18 | 37 | Gappusin | 58 | 46 | 65 | Imlog | 43 | 11 | 30 | SMSreg | 40 | 34 | 53 | TOTAL | 4658 | | |
|
|