聚类图集合的可视化统计

U. Brandes, J. Lerner, M. Lubbers, C. McCarty, J. Molina
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引用次数: 49

摘要

我们提出了一种直观地总结网络集合的方法,其中给出了顶点的聚类。我们的方法允许对单个网络进行有效的比较,以及对一组网络的平均组成和结构进行可视化。作为一个具体的应用,我们分析了一组几百个人的移民网络。在个人层面上,网络图像为评估被调查者的文化适应模式提供了视觉提示。在人口水平上,它们显示了文化融合如何随着移民的特定特征而变化,如原籍国、居住年限或肤色。
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Visual Statistics for Collections of Clustered Graphs
We propose a method to visually summarize collections of networks on which a clustering of the vertices is given. Our method allows for efficient comparison of individual networks, as well as for visualizing the average composition and structure of a set of networks. As a concrete application we analyze a set of several hundred personal networks of migrants. On the individual level the network images provide visual hints for assessing the mode of acculturation of the respondent. On the population level they show how cultural integration varies with specific characteristics of the migrants such as country of origin, years of residence, or skin color.
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