An Android Malware Detection Leveraging Machine Learning

Algorithm 1

Pseudocode of the selection features.

1. Being

2. Create array of action from apk_ api.

3. Create array,it have malware permissions which are used by applications.

4. Read the File dynamic and Static analysis.

5. For X in range Files

6. Path File _Dynamic= files [dynamic _json_ file_ path][x]

7. Path File _Static= files [static _ json_ file_path][x]

8. open path file_ dynamic

9. dynamic_feature= load data

10. open path file_ static

11. static_feature= load data

12. Insert [id = dynamic_feature,

13. port = dynamic_feature,

14. Ip=dynamic_feature,

15. If dynamic features.get(action)==action[i]

16. action =dynamic _features,

17. If static features.get(permission)==permission[i]

18. permission=static _feature

19. end