Testing two theories for generating signed networks using real data

P. Doreian, Andrej Mrvar
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引用次数: 12

Abstract

Multiple social processes generate social network structures. We use relaxed structural balance, a generalization of classic structural balance, to facilitate a direct comparative test of two social psychological theories regarding network generation. One is structural balance theory. The other concerns differential popularity. These theories predict distinctive signed blockmodels. We use two well known empirical temporal signed data sets presenting an opportunity for comparing the two theories in terms of their predictions about blockmodel representations of these networks. The results provide strong support for differential popularity, differential disliking, and mutual disliking within a subset of actors. While there is evidence that structural balance was also operating, it seems the lesser process for the data used in these tests. We also examine the unequal distributions of receiving positive and negative ties. Both tend to become more unequal over time. Suggestions for future research are provided.
测试使用真实数据生成签名网络的两个理论
多重社会过程产生社会网络结构。我们使用放松结构平衡,经典结构平衡的一种推广,以促进对两种社会心理学理论关于网络生成的直接比较检验。一种是结构平衡理论。另一个是不同的受欢迎程度。这些理论预测了独特的签名区块模型。我们使用两个众所周知的经验时间签名数据集,提供了一个机会,可以比较两种理论对这些网络的块模型表示的预测。研究结果为演员子集内的差异受欢迎程度、差异不喜欢程度和相互不喜欢程度提供了强有力的支持。虽然有证据表明结构平衡也在起作用,但这些测试中使用的数据似乎是较小的过程。我们还研究了接收正、负联系的不平等分布。随着时间的推移,两者都会变得越来越不平等。最后对今后的研究提出了建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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