Developing secured android applications by mitigating code vulnerabilities with machine learning
Mobile application developers sometimes might not be serious about source code security
and publish apps to the marketplaces. Therefore, it is essential to have a fully automated
security solutions generator to integrate security-by-design into the development practices,
especially for the Android platform. This research proposes a Machine Learning (ML) based
highly accurate method to detect Android source code vulnerabilities. A new labelled
dataset containing Android source code vulnerability samples was generated initially. The …
and publish apps to the marketplaces. Therefore, it is essential to have a fully automated
security solutions generator to integrate security-by-design into the development practices,
especially for the Android platform. This research proposes a Machine Learning (ML) based
highly accurate method to detect Android source code vulnerabilities. A new labelled
dataset containing Android source code vulnerability samples was generated initially. The …
[PDF][PDF] POSTER: Developing Secured Android Applications by Mitigating Code Vulnerabilities with Machine Learning
Mobile application developers sometimes might not be serious about source code security
and publish apps to the marketplaces. Therefore, it is essential to have a fully automated
security solutions generator to integrate security-by-design into the development practices,
especially for the Android platform. This research proposes a Machine Learning (ML) based
highly accurate method to detect Android source code vulnerabilities. A new labelled
dataset containing Android source code vulnerability samples was generated initially. The …
and publish apps to the marketplaces. Therefore, it is essential to have a fully automated
security solutions generator to integrate security-by-design into the development practices,
especially for the Android platform. This research proposes a Machine Learning (ML) based
highly accurate method to detect Android source code vulnerabilities. A new labelled
dataset containing Android source code vulnerability samples was generated initially. The …
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