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Local clustering in scale-free networks with hidden variables

Remco van der Hofstad, A. J. E. M. Janssen, Johan S. H. van Leeuwaarden, and Clara Stegehuis

  • Department of Mathematics and Computer Science, Eindhoven University of Technology, P.O. Box 513, 5600MB Eindhoven, The Netherlands

Phys. Rev. E 95, 022307 – Published 14 February, 2017

DOI: https://doi.org/10.1103/PhysRevE.95.022307

Abstract

We investigate the presence of triangles in a class of correlated random graphs in which hidden variables determine the pairwise connections between vertices. The class rules out self-loops and multiple edges. We focus on the regime where the hidden variables follow a power law with exponent τ(2,3), so that the degrees have infinite variance. The natural cutoff hc characterizes the largest degrees in the hidden variable models, and a structural cutoff hs introduces negative degree correlations (disassortative mixing) due to the infinite-variance degrees. We show that local clustering decreases with the hidden variable (or degree). We also determine how the average clustering coefficient C scales with the network size N, as a function of hs and hc. For scale-free networks with exponent 2<τ<3 and the default choices hsN1/2 and hcN1/(τ1) this gives CN2τlnN for the universality class at hand. We characterize the extremely slow decay of C when τ2 and show that for τ=2.1, say, clustering starts to vanish only for networks as large as N=109.

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