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Small Worlds Among Interlocking Directors: Network Structure and Distance in Bipartite Graphs

机译:联锁控制器之间的小世界:二分图中的网络结构和距离

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We describe a methodology to examine bipartite relational data structures as exemplified in networks of corporate interlocking. These structures can be represented as bipartite graphs of directors and companies, but direct comparison of empirical datasets is often problematic because graphs have different numbers of nodes and different densities. We compare empirical bipartite graphs to simulated random graph distributions conditional on constraints implicit in the observed datasets. We examine bipartite graphs directly, rather than simply converting them to two 1-mode graphs, allowing investigation of bipartite statistics important to connection redundancy and bipartite connectivity. We introduce a new bipartite clustering coefficient that measures tendencies for localized bipartite cycles. This coefficient can be interpreted as an indicator of inter-company and inter-director closeness; but high levels of bipartite clustering have a cost for long range connectivity. We also investigate degree distributions, path lengths, and counts of localized subgraphs. Using this new approach, we compare global structural properties of US and Australian interlocking company directors. By comparing observed statistics against those from the simulations, we assess how the observed graphs are structured, and make comparisons between them relative to the simulated graph distributions. We conclude that the two networks share many similarities and some differences. Notably, both structures tend to be influenced by the clustering of directors on boards, more than by the accumulation of board seats by individual directors; that shared multiple board memberships (multiple interlocks) are an important feature of both infrastructures, detracting from global connectivity (but more so in the Australian case); and that company structural power may be relatively more diffuse in the US structure than in Australia.
机译:我们描述了一种方法来检查企业互锁网络中示例的两方关系数据结构。这些结构可以表示为董事和公司的二部图,但是对经验数据集进行直接比较通常会遇到问题,因为图具有不同数量的节点和不同的密度。我们将经验二部图与模拟随机图分布进行比较,条件是观测数据集中隐含的约束条件。我们直接检查二部图,而不是简单地将它们转换为两个1模图,从而允许研究对连接冗余和二部连接性很重要的二部统计。我们引入了一个新的二分聚类系数,用于测量局部二分循环的趋势。该系数可以解释为公司间和董事之间亲密程度的指标。但是高水平的双向集群会增加远程连接的成本。我们还将调查度分布,路径长度和局部子图的计数。使用这种新方法,我们比较了美国和澳大利亚连锁公司董事的全球结构特征。通过将观察到的统计数据与来自仿真的统计数据进行比较,我们评估了观察到的图形的结构,并在它们之间相对于模拟图形分布进行了比较。我们得出的结论是,两个网络具有许多相似之处和不同之处。值得注意的是,这两种结构都倾向于受董事会中董事的聚集的影响,而不是受个别董事积累董事会席位的影响。共享多个董事会成员身份(多个互锁)是这两个基础架构的重要功能,这不利于全球连接(但在澳大利亚情况下更是如此);而且该公司的结构性力量在美国结构中的分散性可能比在澳大利亚更大。

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