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Null Model and Community Structure in Multiplex Networks

机译:多重网络中的零模型和社区结构

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摘要

The multiple relationships among objects in complex systems can be described well by multiplex networks, which contain rich information of the connections between objects. The null model of networks, which can be used to quantify the specific nature of a network, is a powerful tool for analysing the structural characteristics of complex systems. However, the null model for multiplex networks remains largely unexplored. In this paper, we propose a null model for multiplex networks based on the node redundancy degree, which is a natural measure for describing the multiple relationships in multiplex networks. Based on this model, we define the modularity of multiplex networks to study the community structures in multiplex networks and demonstrate our theory in practice through community detection in four real-world networks. The results show that our model can reveal the community structures in multiplex networks and indicate that our null model is a useful approach for providing new insights into the specific nature of multiplex networks, which are difficult to quantify.
机译:复杂系统中对象之间的多重关系可以通过多路复用网络很好地描述,该网络包含对象之间连接的丰富信息。网络的空模型可用于量化网络的特定性质,是分析复杂系统的结构特征的有力工具。但是,用于复用网络的空模型在很大程度上仍未开发。在本文中,我们基于节点冗余度提出了一种用于多路复用网络的空模型,这是描述多路复用网络中多种关系的自然方法。基于此模型,我们定义了复用网络的模块性,以研究复用网络中的社区结构,并通过在四个实际网络中进行社区检测来在实践中证明我们的理论。结果表明,我们的模型可以揭示多路复用网络中的社区结构,并表明我们的空模型是一种有用的方法,可为难以量化的多路复用网络的特定性质提供新的见解。

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