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Mesoscopic scales in hierarchical configuration models
Authors:Remco van der Hofstad  Johan SH van Leeuwaarden  Clara Stegehuis
Institution:Eindhoven University of Technology, Department of Mathematics and Computer Science, P.O. Box 513, 5600 MB Eindhoven, The Netherlands
Abstract:To understand mesoscopic scaling in networks, we study the hierarchical configuration model (HCM), a random graph model with community structure. Connections between communities are formed as in a configuration model. We study the component sizes of HCM at criticality, and we study critical bond percolation. We find the conditions on the community sizes such that the critical component sizes of HCM behave similarly as in the configuration model. We show that the ordered components of a critical HCM on N vertices are O(N23). More specifically, the rescaled component sizes converge to the excursions of a Brownian motion with parabolic drift.
Keywords:Random graphs  Configuration model  Community structure  Critical behavior  Bond percolation  Brownian excursions
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