使用组件间信息流控制分析检测Android应用中的隐私泄漏

Zohreh Bohluli, H. Shahriari
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引用次数: 5

摘要

如今,智能手机是无处不在的私人和机密信息来源。在智能手机操作系统中,Android是近年来最受欢迎的操作系统。Android应用程序可以访问存储在设备上的不同信息,因此可能导致信息意外或恶意泄露。泄漏源于信息源和信息汇之间的显性或隐性信息流。发现显式流相当简单,而隐式流利用更复杂的结构,因此更难发现。大多数现有的工具忽略隐式流程,或者只考虑与显式形式本质上相似的特殊结构,例如if和switch结构。在本文中,我们提出了IIFDroid,组件间信息流控制静态分析工具,旨在检测Android应用程序中由显式和各种形式的隐式流产生的信息泄漏。此外,我们提供了测试用例,以检查IIFDroid对由更复杂的结构(如throw、多态性和易发生异常的指令)引起的隐式流的有效性。在DroidBench和开发的测试用例上的实验结果表明,IIFDroid以94.8%的准确率和96.4%的召回率优于现有的IccTA和JoDroid工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Detecting Privacy Leaks in Android Apps using Inter-Component Information Flow Control Analysis
Nowadays, smartphones are ubiquitous sources of private and confidential information. Among smartphones operating systems, Android has become the most popular one in recent years. Android applications have access to different information which stored on the device so, may lead to information leaks accidentally or maliciously. Leakages stem from explicit or implicit information flows between information sources and sinks. Finding explicit flows is fairly simple whereas, implicit flows utilize more complicated structures and are more difficult to discover, as a result. Most existing tools ignore implicit flows or only consider special structures that are similar to explicit form in nature such as if and switch structures. In this paper we propose IIFDroid, inter-component information flow control static analysis tool which aims to detect information leaks generated by explicit and various forms of implicit flows within an Android application. Furthermore, we present test cases in order to examine the effectiveness of IIFDroid against implicit flows caused by more sophisticated structures like throw, polymorphism and exception-prone instructions. The experimental results on DroidBench and the developed test cases show that IIFDroid outperforms existing tools IccTA and JoDroid with 94.8% precision and 96.4% recall.
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