A user activity-based measurement study characterizing and classifying Stack Exchange communities across multiple domains

Akshit Trehan, S. Khurana, A. Bagchi
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Abstract

In recent times, Question-Answer communities have engaged much user attention and have become a major platform for knowledge sharing and discussion. Stack Exchange (SE) is one such successful community which is a collection of various domain-specific forums, each acting as an independent community in itself. In this paper, we undertake a comparative measurement study across a large number of these domain-specific forums within Stack Exchange. We analyse a number of user activity-based features of each forum and try to cluster different forums based on their similarities on this feature set. For our study, we model Stack Exchange as an Across "Forum Graph" based on inter-forum similarity, and its individual forums as: (a) A user-to-user graph (question asker-answerer) (b) A bipartite graph between questions and answerers, and (c) A bipartite graph between questions and answers. Through these graphs we present a measurement study of Stack Exchange which focuses on the similarities and differences between various forums based on the patterns of user activity on them. The clusters obtained give a high level idea of similar forums based on common users and content. We observe that communities can be classified as "discussion-based" and "fact-based" and further we classify forums on the basis of question answering patterns.
基于用户活动的度量研究,对跨多个域的Stack Exchange社区进行表征和分类
近年来,问答社区受到了用户的广泛关注,已经成为知识共享和讨论的主要平台。Stack Exchange (SE)就是这样一个成功的社区,它是各种特定于领域的论坛的集合,每个论坛本身都是一个独立的社区。在本文中,我们对Stack Exchange中大量这些特定于领域的论坛进行了比较度量研究。我们分析了每个论坛的一些基于用户活动的特征,并尝试根据它们在这个特征集上的相似性对不同的论坛进行聚类。在我们的研究中,我们将Stack Exchange建模为基于论坛间相似性的跨“论坛图”,并将其各个论坛建模为:(a)用户到用户图(提问者-回答者)(b)问题和回答者之间的二部图,以及(c)问题和答案之间的二部图。通过这些图表,我们展示了Stack Exchange的测量研究,该研究侧重于基于用户活动模式的各种论坛之间的异同。所获得的集群提供了基于共同用户和内容的类似论坛的高层次概念。我们观察到社区可以分为“基于讨论的”和“基于事实的”,并进一步根据问答模式对论坛进行分类。
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