SimiDroid:识别和解释Android应用程序的相似性

Li Li, Tegawendé F. Bissyandé, Jacques Klein
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引用次数: 41

摘要

应用更新和重新包装在Android生态系统中反复出现,市场上充斥着类似的应用,这些应用必须被识别和分析,以加速用户采用,改进开发工作,防止恶意软件传播。尽管有几种方法可以提高检测重新打包/克隆应用的可扩展性,但研究人员和实践者最终都需要进行全面的两两比较,以了解和验证应用之间的相似性。本文介绍了SimiDroid的设计,这是一个用于Android应用程序多级比较的框架。SimiDroid旨在支持理解应用程序版本和重新打包的应用程序之间的相似性/变化。特别是,我们展示了这样一个框架的需求和有用性,基于不同的案例研究,实现不同的分析场景,以揭示如何构建重新打包的应用程序的各种见解。我们进一步表明,相似度比较插件实现在simidoid产生更准确的结果比最先进的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SimiDroid: Identifying and Explaining Similarities in Android Apps
App updates and repackaging are recurrent in the Android ecosystem, filling markets with similar apps that must be identified and analysed to accelerate user adoption, improve development efforts, and prevent malware spreading. Despite the existence of several approaches to improve the scalability of detecting repackaged/cloned apps, researchers and practitioners are eventually faced with the need for a comprehensive pairwise comparison to understand and validate the similarities among apps. This paper describes the design of SimiDroid, a framework for multi-level comparison of Android apps. SimiDroid is built with the aim to support the understanding of similarities/changes among app versions and among repackaged apps. In particular, we demonstrate the need and usefulness of such a framework based on different case studies implementing different analysing scenarios for revealing various insights on how repackaged apps are built. We further show that the similarity comparison plugins implemented in SimiDroid yield more accurate results than the state-of-the-art.
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