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An economic model of friendship and enmity for measuring social balance in networks

机译:友谊和敌意衡量网络社会平衡的经济模式

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摘要

We propose a dynamic economic model of networks where agents can be friends or enemies with one another. This is a decentralized relationship model in that agents decide whether to change their relationships so as to minimize their imbalanced triads. In this model, there is a single parameter, which we call social temperature, that captures the degree to which agents care about social balance in their relationships. We show that the global structure of relationship configuration converges to a unique stationary distribution. Using this stationary distribution, we characterize the maximum likelihood estimator of the social temperature parameter. Since the estimator is computationally challenging to calculate from real social network datasets, we provide a simple simulation algorithm and verify its performance with real social network datasets. (C) 2017 Elsevier B.V. All rights reserved.
机译:我们提出了一个动态的网络经济模式,代理商可以成为朋友或敌人。 这是一个分散的关系模型,即代理商决定是否改变其关系,以便最大限度地减少其不平衡的三合一。 在该模型中,我们称之为社会温度的单个参数,捕获了代理在其关系中关注社会平衡的程度。 我们表明,关系配置的全局结构会聚到独特的静止分布。 使用这种固定分布,我们表征了社会温度参数的最大似然估计。 由于估算器正在计算到从真实的社交网络数据集计算来挑战,因此我们提供了一个简单的仿真算法,并验证了具有真实社交网络数据集的性能。 (c)2017年Elsevier B.V.保留所有权利。

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