论文标题

关于三元闭合对网络隔离的影响

On the Effect of Triadic Closure on Network Segregation

论文作者

Abebe, Rediet, Immorlica, Nicole, Kleinberg, Jon, Lucier, Brendan, Shirali, Ali

论文摘要

个人与与自己相似的人建立社会关系的趋势是最强大的社会学原理之一。由于这种现象可以导致互动的模式,这些模式将人们沿着不同的人口层面隔离开来,因此它也可能导致获取信息,资源和机会的访问不平等。当我们考虑可能减轻种族隔离影响的潜在干预措施时,我们面临的挑战是同质性构成普遍存在的有机力量,难以反对。因此,设计有效的干预措施可以从确定可能利用的反对隔离的反平衡社会过程中受益。 在这项工作中,我们表明,三合会的封闭 - 另一种普遍的现象认为,具有相互联系的个体更有可能相互联系 - 可能就是这样的过程。在这样做的过程中,我们挑战了长期以来的信念,即三合会的封闭和同质性合作。通过使用流行的集成措施分析几个基本网络模型,我们证明了三合会封闭的种族隔离潜力。我们进一步从经验上研究了对现实世界动态网络的影响,从而浮出水面的观察结果反映了我们的理论发现。我们利用这些见解来讨论简单的干预措施,这些干预措施可以帮助减少在三合会封闭和同质性之间表现出相互作用的环境中的隔离。最后,我们讨论了对个人以在线方式到达的设置设计的定性含义,设计师可以影响最初的连接集。

The tendency for individuals to form social ties with others who are similar to themselves, known as homophily, is one of the most robust sociological principles. Since this phenomenon can lead to patterns of interactions that segregate people along different demographic dimensions, it can also lead to inequalities in access to information, resources, and opportunities. As we consider potential interventions that might alleviate the effects of segregation, we face the challenge that homophily constitutes a pervasive and organic force that is difficult to push back against. Designing effective interventions can therefore benefit from identifying counterbalancing social processes that might be harnessed to work in opposition to segregation. In this work, we show that triadic closure -- another common phenomenon that posits that individuals with a mutual connection are more likely to be connected to one another -- can be one such process. In doing so, we challenge a long-held belief that triadic closure and homophily work in tandem. By analyzing several fundamental network models using popular integration measures, we demonstrate the desegregating potential of triadic closure. We further empirically investigate this effect on real-world dynamic networks, surfacing observations that mirror our theoretical findings. We leverage these insights to discuss simple interventions that can help reduce segregation in settings that exhibit an interplay between triadic closure and homophily. We conclude with a discussion on qualitative implications for the design of interventions in settings where individuals arrive in an online fashion, and the designer can influence the initial set of connections.

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