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Structural Analysis and Detection of Android Malware

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adagio

Structural Analysis and Detection of Android Malware

Adagio contains several modules that implement the method described in the paper:

Structural Detection of Android Malware using Embedded Call Graphs
Hugo Gascon, Fabian Yamaguchi, Daniel Arp, Konrad Rieck
ACM Workshop on Security and Artificial Intelligence (AISEC) November 2013

These modules allow to extract and label the call graphs from a series of Android APKs or DEX files and apply an explicit feature map that captures their structural relationships. The analysis module provides classes to desing a binary or multiclass classification experiment using the vectorial representation and support vector machines.

In order to use the code, you will need to install the following dependencies:

  • Androguard, the reverse engineering toolkit for Android.
  • scikit-learn, the awesome python toolbox for machine learning.
  • networkx, a python package for manipulation of complex networks.

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