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On the degree distribution of projected networks mapped from bipartite networks

机译:二元网络映射投影网络的度分布

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摘要

Many real-world systems can be represented by bipartite networks. In a bipartite network, the nodes are divided into two disjoint sets, and the edges connect nodes that belong to different sets. Given a bipartite network (i.e. two-mode network) it is possible to construct two projected networks (i.e. one-mode networks) where each one is composed of only one set of nodes. While network analyses have focused on unipartite networks, considerably less attention has been paid to the analytical study of bipartite networks. Here, we analytically derive simple mathematical relationships that predict degree distributions of the projected networks by only knowing the structure of the original bipartite network. These analytical results are confirmed by computational simulations using artificial and real-world bipartite networks from a variety of biological and social systems. These findings offer in our view new insights into the structure of real-world bipartite networks.
机译:双向网络可以代表许多现实世界的系统。在二分网络中,节点分为两个不相交的集合,并且边连接属于不同集合的节点。给定双向网络(即双模网络),可以构造两个投影网络(即单模网络),其中每个投影网络仅由一组节点组成。尽管网络分析的重点是单方网络,但对双方网络的分析研究的关注却很少。在这里,我们仅通过了解原始的二分网络的结构,就可以分析得出预测投影网络的度分布的简单数学关系。这些分析结果通过使用来自各种生物和社会系统的人工和现实世界两方网络的计算仿真得到了证实。在我们看来,这些发现提供了对现实世界两方网络结构的新见解。

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