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A machine learning malware analysis framework for Android apps.
DroidDetective is a Python tool for analysing Android applications (APKs) for potential malware related behaviour and configurations. When provided with a path to an application (APK file) Droid Detective will make a prediction (using it's ML model) of if the application is malicious.
Features and qualities of Droid Detective include:
Analysing which of ~330 permissions are specified in the application's AndroidManifest.xml file.
Analysing the number of standard and proprietary permissions in use in the application's AndroidManifest.xml file.
Using a RandomForest machine learning classifier, trained off the above data, from ~14 malware families and ~100 Google Play Store applications.
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