在线社区的忠诚度。

William L Hamilton, Justine Zhang, Cristian Danescu-Niculescu-Mizil, Dan Jurafsky, Jure Leskovec
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引用次数: 0

摘要

忠诚是多社区参与的重要组成部分。当用户可以选择加入各种不同的社区时,他们通常会只忠于一个社区,而牺牲其他社区。然而,目前尚不清楚忠诚度是如何在用户行为中表现出来的,或者是否某些社区特征鼓励了忠诚度。在本文中,我们将忠诚度作为一种用户-社区关系进行操作:忠诚于一个社区的用户始终比其他社区更喜欢这个社区;随着时间的推移,忠实的社区会留住忠实的用户。通过研究大量的Reddit社区,我们发现忠诚表现在非常一致的行为上。忠诚的用户使用表达集体身份的语言,并参与更深奥、不太流行的内容,这表明他们可能在新材料的出现中发挥策展作用。忠诚的社区有更密集的用户-用户互动网络和更低的三合一关闭率,这表明社区层面的忠诚与更紧密的互动和更少的分裂成子群体有关。我们利用这些一般模式来预测未来的忠诚度。我们的研究结果表明,用户的忠诚倾向从他们最初与社区的互动中就可以明显看出,这表明一些用户从一开始就具有内在的忠诚。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Loyalty in Online Communities.

Loyalty is an essential component of multi-community engagement. When users have the choice to engage with a variety of different communities, they often become loyal to just one, focusing on that community at the expense of others. However, it is unclear how loyalty is manifested in user behavior, or whether certain community characteristics encourage loyalty. In this paper we operationalize loyalty as a user-community relation: users loyal to a community consistently prefer it over all others; loyal communities retain their loyal users over time. By exploring a large set of Reddit communities, we reveal that loyalty is manifested in remarkably consistent behaviors. Loyal users employ language that signals collective identity and engage with more esoteric, less popular content, indicating that they may play a curational role in surfacing new material. Loyal communities have denser user-user interaction networks and lower rates of triadic closure, suggesting that community-level loyalty is associated with more cohesive interactions and less fragmentation into subgroups. We exploit these general patterns to predict future rates of loyalty. Our results show that a user's propensity to become loyal is apparent from their initial interactions with a community, suggesting that some users are intrinsically loyal from the very beginning.

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