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Uncovering the role of elementary processes in network evolution

机译:揭示基本进程在网络演变中的作用

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The growth and evolution of networks has elicited considerable interest from the scientific community and a number of mechanistic models have been proposed to explain their observed degree distributions. Various microscopic processes have been incorporated in these models, among them, node and edge addition, vertex fitness and the deletion of nodes and edges. The existing models, however, focus on specific combinations of these processes and parameterize them in a way that makes it difficult to elucidate the role of the individual elementary mechanisms. We therefore formulated and solved a model that incorporates the minimal processes governing network evolution. Some contribute to growth such as the formation of connections between existing pair of vertices, while others capture deletion; the removal of a node with its corresponding edges, or the removal of an edge between a pair of vertices. We distinguish between these elementary mechanisms, identifying their specific role on network evolution.
机译:网络的增长和演变引起了科学界的大量兴趣,已经提出了许多机制模型来解释其观察到的程度分布。在这些模型中并入各种显微过程,其中,节点和边缘添加,顶点适应度和节点和边缘的删除。然而,现有模型专注于这些过程的具体组合,并以使其难以阐明各个基本机制的作用的方式参数化。因此,我们制定并解决了一个模型,该模型包含了管理网络演变的最小过程。有些有助于增长,例如现有顶点之间的连接形成,而其他人则捕获删除;用其相应的边缘移除节点,或者在一对顶点之间移除边缘。我们区分了这些基本机制,识别其对网络演变的具体作用。

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