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A Game Theoretic Analysis of Collaboration in Wikipedia

机译:维基百科中合作的博弈论分析

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Peer production projects such as Wikipedia or open-source software development allow volunteers to collectively create knowledge-based products. The inclusive nature of such projects poses difficult challenges for ensuring trustworthiness and combating vandalism. Prior studies in the area deal with descriptive aspects of peer production, failing to capture the idea that while contributors collaborate, they also compete for status in the community and for imposing their views on the product. In this paper, we investigate collaborative authoring in Wikipedia, where contributors append and overwrite previous contributions to a page. We assume that a contributor's goal is to maximize ownership of content sections, such that content owned (i.e. originated) by her survived the most recent revision of the page. We model contributors' interactions to increase their content ownership as a non-cooperative game, where a player's utility is associated with content owned and cost is a function of effort expended. Our results capture several real-life aspects of contributors interactions within peer-production projects. Namely, we show that at the Nash equilibrium there is an inverse relationship between the effort required to make a contribution and the survival of a contributor's content. In other words, majority of the content that survives is necessarily contributed by experts who expend relatively less effort than non-experts. An empirical analysis of Wikipedia articles provides support for our model's predictions. Implications for research and practice are discussed in the context of trustworthy collaboration as well as vandalism.
机译:诸如Wikipedia或开放源代码软件开发之类的对等生产项目使志愿者可以集体创建基于知识的产品。这些项目的包容性给确保信任和打击破坏行为提出了艰巨的挑战。该领域的先前研究处理的是同伴生产的描述性方面,未能抓住这样的想法,即贡献者进行协作时,他们还会竞争社区的地位并将他们对产品的看法强加于人。在本文中,我们研究了Wikipedia中的协作创作,其中的贡献者将附加的贡献附加并覆盖了页面的先前贡献。我们假设贡献者的目标是最大程度地提高内容部分的所有权,以使她拥有(即起源)的内容在页面的最新修订版中幸免。我们将贡献者的互动模型化,以增加他们作为非合作游戏的内容所有权,其中玩家的效用与所拥有的内容相关联,而成本则是付出的努力的函数。我们的结果捕获了同行生产项目中贡献者交互的几个实际方面。即,我们表明,在纳什均衡状态下,做出贡献所需的努力与贡献者内容的生存之间存在反比关系。换句话说,大多数幸存的内容必定是由专家做出的,与非专家相比,他们的工作量相对较少。对维基百科文章的实证分析为我们模型的预测提供了支持。在可信赖的合作以及故意破坏的背景下讨论了对研究和实践的影响。

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