Title :
Detecting GPS information leakage in Android applications
Author :
Siyuan Ma ; Zhushou Tang ; Qiuyu Xiao ; Jiafa Liu ; Tran Triet Duong ; Xiaodong Lin ; Haojin Zhu
Author_Institution :
Dept. of Comput. Sci. & Eng., Shanghai Jiao Tong Univ., Shanghai, China
Abstract :
Location Based Service(LBS) becomes very popular in mobile computing platforms, such as Android. However, it could also leak highly personal information about the phone owner if used by Malwares. It has been witnessed that an increased number of malicious Android applications use LBS to obtain users´ locations and transmit them to attackers without users´ acknowledgement, causing users´ privacy breach. In this paper, we first discuss the common way in which privacy can be breached in Android applications, and then define a classification algorithm for GPS information leakage. Furthermore, we develop a location information leakage detection tool named Brox. Brox is based on dalvik-opcode specification, which uses data flow analysis framework equipped with flow-sensitive, context-sensitive, and inter-procedure techniques to detect potential information leakage path in Android malicious applications. Specifically, Brox uses inter-procedure analysis and dependency calculation to understand the intention for each sensitive operation; by using reachable analysis, connection between privacy access operation and leakage operation is established. More importantly, Brox confirms whether the sending out operation contains location information or not using static taint analysis. At last, we classify the detection results with the help of identification of interaction and non-user interaction entry points in order to discover stealthy leaks of GPS location. The extensive experiments results show that the proposed method can effectively detect privacy leakage in Android applications with a high accuracy rate.
Keywords :
Android (operating system); Global Positioning System; data flow analysis; data privacy; mobile computing; pattern classification; reachability analysis; Brox; GPS information leakage detection; LBS mobile computing platform; classification algorithm; context-sensitive technique; dalvik-opcode specification; data flow analysis framework; dependency calculation; flow-sensitive technique; interaction identification; interprocedure analysis; leakage operation; location based service; location information leakage detection tool; malicious Android application; malware; nonuser interaction entry points; potential information leakage path; privacy access operation; privacy leakage; reachability analysis; stealthy leak discovery; user privacy attackers; user privacy breach; Androids; Global Positioning System; Humanoid robots; Malware; Mobile communication; Privacy; Smart phones;
Conference_Titel :
Global Communications Conference (GLOBECOM), 2013 IEEE
Conference_Location :
Atlanta, GA
DOI :
10.1109/GLOCOM.2013.6831175