论文标题
关于在同伴组中执行应用程序分析的重要性
On the Importance of Performing App Analysis Within Peer Groups
论文作者
论文摘要
应用程序市场的竞争性质促使我们转移对提供类似功能并直接互相竞争的应用的关注(即同行应用程序)。在这项工作中,我们研究了10个同行应用程序组的100个Android应用程序的评分和评论文本。我们通过表明它可以在对应用程序进行全局分析(即混合来自多个类别的应用程序)方面提供独特的观点来强调执行PEER-APP分析的重要性。首先,我们观察到,比较同行组中的用户评分可以提供与从全球角度比较用户评分的截然不同的结果。然后,我们表明,PEER-APP分析提供了不同的观点,可以发现用户评论中的主要主题,并了解主题对用户评分的影响。我们的发现表明,未来的努力可能会更加关注从同伴组环境中的执行和支持应用程序分析。例如,App Store所有者可能会考虑一种额外的评级机制,将同行组中的应用程序评级归一化,未来的研究可能会帮助开发人员了解特定的同伴组的特征并确定他们的努力。
The competing nature of the app market motivates us to shift our focus on apps that provide similar functionalities and directly compete with each other (i.e., peer apps). In this work, we study the ratings and the review text of 100 Android apps across 10 peer app groups. We highlight the importance of performing peer-app analysis by showing that it can provide a unique perspective over performing a global analysis of apps (i.e., mixing apps from multiple categories). First, we observe that comparing user ratings within peer groups can provide very different results from comparing user ratings from a global perspective. Then, we show that peer-app analysis provides a different perspective to spot the dominant topics in the user reviews, and to understand the impact of the topics on user ratings. Our findings suggest that future efforts may pay more attention to performing and supporting app analysis from a peer group context. For example, app store owners may consider an additional rating mechanism that normalizes app ratings within peer groups, and future research may help developers understand the characteristics of specific peer groups and prioritize their efforts.