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Cumulative effects of triadic closure and homophily in social networks

机译:三元封闭与奇妙在社交网络中的累积影响

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Social network structure has often been attributed to two network evolution mechanisms—triadic closure and choice homophily—which are commonly considered independently or with static models. However, empirical studies suggest that their dynamic interplay generates the observed homophily of real-world social networks. By combining these mechanisms in a dynamic model, we confirm the longheld hypothesis that choice homophily and triadic closure cause induced homophily. We estimate how much observed homophily in friendship and communication networks is amplified due to triadic closure. We find that cumulative effects of homophily amplification can also lead to the widely documented core-periphery structure of networks, and to memory of homophilic constraints (equivalent to hysteresis in physics). The model shows that even small individual bias may prompt network-level changes such as segregation or core group dominance. Our results highlight that individual-level mechanisms should not be analyzed separately without considering the dynamics of society as a whole.
机译:社交网络结构往往归因于两个网络演变机制 - 三合会封闭和选择性交 - 这通常是独立的或静态模型。然而,实证研究表明,他们的动态相互作用产生了现实世界社交网络的观察到的同性恋。通过将这些机制组合在动态模型中,我们确认了龙骨假设,即精神源性和三元闭合原因诱导粗源性。我们估计友谊和通信网络在友谊中观察到了多少观察到的是由于三合一封闭而被放大。我们发现同性恋扩增的累积效应也可以导致网络的广泛记录的核心周边结构,并记住同性恋约束(相当于物理学中的滞后)。该模型表明,即使是小单独的偏差也可以提示网络级变化,例如分离或核心群体的主流。我们的结果强调,在不考虑整个社会动态的情况下,不应单独分析个人级别机制。

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