Table 11 Comparison of AndroMalPack with related work.
Technique | ML-Model | Features | Dataset | Accuracy | Recall | Precision |
|---|---|---|---|---|---|---|
Ensemble | Permissions and source code | M0Droid | 95.6 | 95.7 | 95.8 | |
Random Forrest | Permissions, APIs and system calls | Custom | 88.26 | 88.40 | 88.16 | |
Random Forrest | Permissions, APIs,intents and hardware | Drebin | 97.24 | 96.88 | 97.58 | |
Random Forrest | API calls | Drebin | 96 | 95 | 97 | |
AMD | 98 | 98 | 99 | |||
CatBoost | Permissions and op-code sequence | Drebin and Custom | 97.40 | 96.77 | 98.0 | |
Random Forrest | Permissions based features | Androzoo | 81.53 | 81.53 | 82.59 | |
Profile hidden Markov model | API calls | Drebin | 94.5 | N/A | 93.0 | |
SVM | Permission, intents and byte-code | AMD | 95.09 | 95.09 | 95.11 | |
AndroMalPack | Random Forrest | Permission, API calls and Intents | Drebin | 98.29 | 98.70 | 97.7 |
AMD | 98.21 | 99.40 | 98.1 | |||
Androzoo | 97.14 | 99.8 | 97.2 |
