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An alternative approach to determining average distance in a class of scale-free modular networks

机译:确定一类平均距离的另一种方法   无标度模块化网络

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摘要

Various real-life networks of current interest are simultaneously scale-freeand modular. Here we study analytically the average distance in a class ofdeterministically growing scale-free modular networks. By virtue of therecursive relations derived from the self-similar structure of the networks, wecompute rigorously this important quantity, obtaining an explicit closed-formsolution, which recovers the previous result and is corroborated by extensivenumerical calculations. The obtained exact expression shows that the averagedistance scales logarithmically with the number of nodes in the networks,indicating an existence of small-world behavior. We present that thissmall-world phenomenon comes from the peculiar architecture of the networkfamily.
机译:当前关注的各种现实网络都是无标度和模块化的。在这里,我们分析地研究一类确定增长的无标度模块化网络中的平均距离。借助于从网络的自相似结构得出的递归关系,我们严格地计算了这个重要的数量,获得了显式的闭式解,该解可以恢复先前的结果并通过大量的数值计算得到证实。获得的精确表达式表明,平均距离与网络中节点的数量成对数比例,表明存在小世界行为。我们提出,这个小世界现象来自网络家庭的特殊体系结构。

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