共同特征网络社区中的主题讨论和非主题讨论对成员参与和贡献的影响

Wirawan Dony Dahana, Mirai Igarashi, Ryo Sakiyama, Jiaying Zhou
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引用次数: 0

摘要

本研究调查了各种讨论主题对个人决定加入在线社区并为其做出贡献的影响。根据讨论主题与社区兴趣和目标的相关性,我们将讨论区分为主题内(相关)和主题外(不相关)。利用从问答网站收集的数据,我们同时对小组讨论、新成员加入和现有成员贡献之间的关系进行了建模和估算。我们采用潜在的 Dirichlet 分配模型来识别社区成员发布的不同话题。每个话题的相关性根据调查收集的相关性评分进行评估。结果表明,主题讨论通常会增加新成员和活跃成员的数量。耐人寻味的是,离题讨论会对新成员的获得产生积极或消极的影响,而对现有成员贡献的影响似乎是积极的。本研究对维持在线社区的意义进行了讨论。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Impact of on-topic and off-topic discussions on member participation and contribution in a common-identity online community

Impact of on-topic and off-topic discussions on member participation and contribution in a common-identity online community
This study investigates the effects of various discussion topics on individuals’ decisions to join and contribute to an online community. Based on their relevancy to the community's interests and goals, we distinguish between on-topic (relevant) and off-topic (irrelevant) discussions. The relationships among group discussion, new member acquisition, and current member contribution are simultaneously modeled and estimated using data collected from a question-and-answer website. We employ a latent Dirichlet allocation model to identify different topics posted by community members. The relevancy of each topic is assessed based on relevancy scores collected through a survey. The results suggest that on-topic discussions generally increase the number of new and active members. Intriguingly, off-topic discussions can influence new member acquisition both positively and negatively, while their effect on current member contributions appears to be positive. The implications of this study for sustaining online communities are discussed.
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CiteScore
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