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The vulnerability of communities in complex networks: An entropy approach

机译:社区在复杂网络中的脆弱性:熵方法

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摘要

Measuring the vulnerability of communities in complex networks has become an important topic in the research of complex systems. Numerous existing vulnerability measures have been proposed to solve such a problem, however, most of these methods have their own shortcomings and limitations. Therefore, a new entropy-based approach is proposed in this paper to address such a problem. This measure combines the internal factors and external factors for each community which can give the quantitative description of the community vulnerability. The internal factors contain the complexity degree of the community and the number of edges inside the community, and the external factors contain the similarity degree between the chosen community and other communities and the number of edges outside the community. Considering the community vulnerability from the perspective of entropy provides a new solution to such a problem. Due to the sufficient consideration of community information, more reasonable vulnerability result can be obtained. In order to show the performance and effectiveness of this proposed method, one example network and four real-world complex networks are used to compare with some exiting methods, and the sensitivity of weight factors is analyzed by Sobol' indices. The experiment results demonstrate the reasonableness and superiority of this proposed method.
机译:测量复杂网络中社区的脆弱性已成为复杂系统研究中的一个重要课题。已经提出了众多现有的漏洞措施来解决此类问题,然而,大多数这些方法都有自己的缺点和局限性。因此,在本文中提出了一种新的基于熵的方法来解决此类问题。该措施结合了每个社区的内部因素和外部因素,这可以提供社区脆弱性的定量描述。内部因素包含社区的复杂程度和社区内的边缘的数量,外部因素包含所选社区和其他社区之间的相似程度以及社区以外的边缘的数量。从熵的角度考虑社区漏洞为此类问题提供了新的解决方案。由于社区信息的充分考虑,可以获得更合理的漏洞结果。为了展示这种提出的方​​法的性能和有效性,使用一个示例网络和四个现实世界复杂网络与一些退出方法进行比较,并且通过Sobol'指数分析了权重因子的敏感性。实验结果证明了这种提出的方​​法的合理性和优越性。

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