理解手机应用生态系统的演变:基于Google Play的纵向测量研究

Haoyu Wang, Hao Li, Yao Guo
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引用次数: 49

摘要

移动应用生态系统的持续扩展吸引了研究社区的大量努力。然而,尽管大量研究都集中在分析手机应用和应用市场的语料库上,但对手机应用生态系统的全面演变却知之甚少。由于移动应用生态系统是不断发展的,了解应用生态系统的动态可以提供独特的见解,这是通过研究单个静态快照无法实现的。在本文中,我们试图阐明移动应用生态系统的动态。基于三年多来从Google Play的三个快照中收集的530万个应用记录(包括应用元数据和apk),我们从不同的角度对应用生态系统的演变进行了首次研究。我们的研究结果表明,尽管整个生态系统在应用受欢迎程度、用户评分、权限使用和隐私政策声明方面取得了可喜的进展,但仍存在大量未解决的问题,包括恶意应用、更新问题、第三方跟踪威胁、不当应用推广行为以及垃圾邮件/恶意开发者。我们的研究表明,了解手机应用生态系统的演变可以帮助开发者在开发和发布应用时做出更好的决策,为应用市场识别不良行为提供洞见,并帮助手机用户选择自己想要的应用。
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Understanding the Evolution of Mobile App Ecosystems: A Longitudinal Measurement Study of Google Play
The continuing expansion of mobile app ecosystems has attracted lots of efforts from the research community. However, although a large number of research studies have focused on analyzing the corpus of mobile apps and app markets, little is known at a comprehensive level on the evolution of mobile app ecosystems. Because the mobile app ecosystem is continuously evolving over time, understanding the dynamics of app ecosystems could provide unique insights that cannot be achieved through studying a single static snapshot. In this paper, we seek to shed light on the dynamics of mobile app ecosystems. Based on 5.3 million app records (with both app metadata and apks) collected from three snapshots of Google Play over more than three years, we conduct the first study on the evolution of app ecosystems from different aspects. Our results suggest that although the overall ecosystem shows promising progress in regard of app popularity, user ratings, permission usage and privacy policy declaration, there still exists a considerable number of unsolved issues including malicious apps, update issues, third-party tracking threats, improper app promotion behaviors, and spamming/malicious developers. Our study shows that understanding the evolution of mobile app ecosystems can help developers make better decision on developing and releasing apps, provide insights for app markets to identifying misbehaviors, and help mobile users to choose desired apps.
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