Title :
A framework for privacy information protection on Android
Author :
Peng Jia ; Xiang He ; Liang Liu ; Binjie Gu ; Yong Fang
Author_Institution :
Coll. of Electron. & Inf. Eng., Sichuan Univ., Chengdu, China
Abstract :
Permissions-based security model of Android increasingly shows its vulnerability in protecting users´ privacy information. According to the permissions-based security model, an application should have the appropriate permissions before gaining various resources (including data and hardware) in the phone. This model can only restrict an application to access system resources without appropriate permissions, but can not prevent malicious accesses to privacy data after the application having obtained permissions. During the installation of an application, the system will prompt what permissions the application is requesting. Users have no choice but to allow all the requested permissions if they want to use the application. Once an application is successfully installed, the system is unable to control its behavior dynamically, and at this time the application can obtain privacy information and send them out without the acknowledgements of users. Therefore, there is a great security risk of the permissions-based security model. This paper researches on different ways to access users´ privacy information and proposes a framework named PriGuard for dynamically protecting users´ privacy information based on Binder communication interception technology and feature selection algorithm. Applications customarily call system services remotely by using the Binder mechanism, then access the equipment and obtain information through system services. By redirecting the Binder interface function of Native layer, PriGuard intercepts Binder messages, as a result, intercepting the application´s Remote Procedure Call (RPC) for system services, then it can dynamically monitor the application´s behaviors that access privacy information. In this paper, we collect many different types of benign Application Package File (APK) samples, and get the Application Programming Interface (API) calls of each sample when it is running. Afterwards we transform these API calls of each sample into f- ature vectors. Feature selection algorithm is used to generate the optimal feature subset. PriGuard automatically completes the privacy policy configuration on the newly installed software according to the optimal feature subset, and then control the calls on system service of the software using Binder message interception technology, which achieves the purpose of protecting users´ privacy information.
Keywords :
Android (operating system); application program interfaces; authorisation; data protection; remote procedure calls; API; APK; Android; Binder communication interception technology; Binder interface function; Binder message interception technology; PriGuard framework; RPC; application installation; application package file; application programming interface; application remote procedure call; dynamic application behavior monitoring; dynamic user privacy information protection; feature selection algorithm; native layer; optimal feature subset generation; permission-based security model; privacy policy configuration; security risk; system resource access; system services; user privacy information access; user privacy information protection; Conferences; Monitoring; Privacy; Security; Smart phones; Software; Vectors; RPC intercept; android; binder; feature selection algorithm; privacy protection;
Conference_Titel :
Computing, Networking and Communications (ICNC), 2015 International Conference on
Conference_Location :
Garden Grove, CA
DOI :
10.1109/ICCNC.2015.7069508