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Modeling Peer and External Influence in Online Social Networks: Case of 2013 Referendum in Croatia

机译:在线社交网络中的对等和外部影响建模:2013年克罗地亚全民公决案例

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In this paper we estimate the magnitude of peer and external influence on users of an opinion poll which was conducted through a Facebook application. Poll question was related to the referendum on the definition of marriage in Croatia held on I~(st) of December 2013. Through the application we collected Facebook friendship relationships, demographics and votes of over ten thousand users, as well as data on online news articles mentioning our application. Our hypothesis is that the engagement of users is driven by two main influences - one coming from within the network (peer or endogenous influence) and other coming from outside of the network (external or exogenous influence). The question is whether we can infer magnitude of these two influences using only the Facebook friendship network between users and the times of their voting. We propose a method for estimation of these two influences and demonstrate its validity on both simulated and actual data.
机译:在本文中,我们估算了通过Facebook应用程序进行的民意调查和外部影响对民意调查用户的影响。投票问题与2013年12月1日(日)在克罗地亚举行的关于婚姻定义的公民投票有关。通过该应用程序,我们收集了Facebook的友谊关系,超过一万名用户的人口统计信息和选票,以及在线新闻的数据提及我们应用程序的文章。我们的假设是,用户的参与受到两个主要影响的驱动-一个来自网络内部(对等或内在影响),另一个来自网络外部(外部或外在影响)。问题是我们是否可以仅使用用户之间的Facebook友谊网络及其投票时间来推断这两种影响的严重性。我们提出了一种估计这两个影响的方法,并证明了其在模拟和实际数据上的有效性。

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