Title :
Behavioral Analysis of Android Applications Using Automated Instrumentation
Author :
Karami, Mansoureh ; Elsabagh, Mohamed ; Najafiborazjani, Parnian ; Stavrou, Angelos
Author_Institution :
Comput. Sci. Dept., George Mason Univ., Fairfax, VA, USA
Abstract :
Google´s Android operating system has become one the most popular operating system for hand-held devices. Dueto its ubiquitous use, open source nature and wide-spread popularity, it has become the target of recent mobile malware. In this paper, we present our efforts on effective security inspection mechanisms for identification of malicious applications for Android mobile applications. To achieve that, we developed a comprehensive software inspection framework. Moreover, to identify potential software reliability flaws and to triggermalware, we develop a transparent instrumentation system for automating user interactions with an Android application that does not require source code. Additionally, for run-time behavior analysis of an application, we monitor the I/O system calls generated the by application under monitoring to the underlying Linux kernel. As a case study, we present two Android malware samples found in the wild to experimentally evaluate the applicability of our proposed system for uncovering potential malicious activities.
Keywords :
Linux; input-output programs; inspection; invasive software; mobile computing; public domain software; software reliability; Android applications; Android malware samples; Android mobile applications; Google Android operating system; I/O system calls; Linux kernel; automated instrumentation; behavioral analysis; hand-held devices; malicious activity; malicious applications; mobile malware; open source nature; run-time behavior analysis; security inspection mechanisms; software inspection framework; software reliability flaws; source code; transparent instrumentation system; ubiquitous use; user interactions; wide-spread popularity; Androids; Graphical user interfaces; Humanoid robots; Instruments; Malware; Monitoring; Testing; Analysis; Instrumentation; Mobile Malware;
Conference_Titel :
Software Security and Reliability-Companion (SERE-C), 2013 IEEE 7th International Conference on
Conference_Location :
Gaithersburg, MD
Print_ISBN :
978-1-4799-2924-5
DOI :
10.1109/SERE-C.2013.35