生成不对称核心内聚块模型的机制

M. Cugmas, A. Žiberna, A. Ferligoj
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引用次数: 3

摘要

本文通过块模型描述了不同的局部网络机制和不同的全局网络结构之间的关系。研究问题被缩小到学龄前儿童网络的背景下。基于对学前儿童友谊、喜好和互动网络的研究,认为受欢迎性、及物性、互动性和分类性机制对这类网络的进化起着重要的作用。假设全局网络结构由一个核心单元组和两个或多个内聚单元组组成的非对称核心-内聚块模型定义。因此,主要的研究问题是不对称核心-内聚块模型的出现是否可能是上述机制影响的结果。考虑了不同的初始全局网络结构。采用蒙特卡罗模拟。提出了相对拟合度量,并用于比较生成的网络中不同的块模型类型。结果表明,上述机制确实导致了假设的全球网络结构。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Mechanisms generating asymmetric core-cohesive blockmodels
The paper addresses the relationship between different local network mechanisms and different global network structures, described by blockmodels. The research question is narrowed to the context of preschool children networks. Based on the studies regarding friendship, liking and interactional networks among preschool children, the popularity, transitivity, mutuality and assortativity mechanisms are assumed to be important for the evolution of such networks. It is assumed that the global network structure is defined by an asymmetric core-cohesive blockmodel consisting of one core group of units and two or more cohesive groups of units. Therefore, the main research question is whether the emergence of an asymmetric core-cohesive blockmodel can be a result of the influence of the listed mechanisms. Different initial global network structures are considered. Monte Carlo simulations were used. The relative fit measure is proposed and used to compare different blockmodel types on generated networks. The results show that the listed mechanisms indeed lead to the assumed global network structure.
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