Android repository mining for detecting publicly accessible functions missing permission checks
Android has become the most popular mobile operating system. Millions of applications, including many malware, haven been developed for it. Even though its overall system architecture and many APIs are documented, many other methods and implementation details are not, not to mention potential bugs a...
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Main Authors: | , , |
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Format: | text |
Language: | English |
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Institutional Knowledge at Singapore Management University
2017
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Online Access: | https://ink.library.smu.edu.sg/sis_research/3683 https://ink.library.smu.edu.sg/context/sis_research/article/4685/viewcontent/android_analysis_draft.pdf |
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Institution: | Singapore Management University |
Language: | English |
Summary: | Android has become the most popular mobile operating system. Millions of applications, including many malware, haven been developed for it. Even though its overall system architecture and many APIs are documented, many other methods and implementation details are not, not to mention potential bugs and vulnerabilities that may be exploited. Manual documentation may also be easily outdated as Android evolves constantly with changing features and higher complexities. Techniques and tool supports are thus needed to automatically extract information from different versions of Android to facilitate whole-system analysis of undocumented code. This paper presents an approach for alleviating the challenges associated with whole-system analysis. It performs usual program analysis for different versions of Android by control-flow and data-flow analyses. More importantly, it integrates information retrieval and query heuristics to customize the graphs for purposes related to the queries and make whole-system analyses more efficient. In particular, we use the approach to curate functions in Android that can be invoked by applications in either benign or malicious way, which are referred to as publicly accessible functions in this paper, and with the queries we provided, identify functions that may access sensitive system and/or user data and should be protected by certain permission checks. Based on such information, we can detect some publicly accessible functions in the system that may miss sufficient permission checks. As a proof of concept, this paper has analyzed six Android versions and shows basic statistics about the publicly accessible functions in the Android versions, and detects and verifies several system functions that miss permission checks and may have security implications. |
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