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Triadic Closure in Configuration Models with Unbounded Degree Fluctuations.

Authors :
van der Hofstad, Remco
van Leeuwaarden, Johan S. H.
Stegehuis, Clara
Source :
Journal of Statistical Physics. Nov2018, Vol. 173 Issue 3/4, p746-774. 29p.
Publication Year :
2018

Abstract

The configuration model generates random graphs with any given degree distribution, and thus serves as a null model for scale-free networks with power-law degrees and unbounded degree fluctuations. For this setting, we study the local clustering c(k), i.e., the probability that two neighbors of a degree-k node are neighbors themselves. We show that c(k) progressively falls off with k and the graph size n and eventually for k=Ω(n) settles on a power law c(k)∼n5-2τk-2(3-τ) with τ∈(2,3) the power-law exponent of the degree distribution. This fall-off has been observed in the majority of real-world networks and signals the presence of modular or hierarchical structure. Our results agree with recent results for the hidden-variable model and also give the expected number of triangles in the configuration model when counting triangles only once despite the presence of multi-edges. We show that only triangles consisting of triplets with uniquely specified degrees contribute to the triangle counting. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00224715
Volume :
173
Issue :
3/4
Database :
Academic Search Index
Journal :
Journal of Statistical Physics
Publication Type :
Academic Journal
Accession number :
133019460
Full Text :
https://doi.org/10.1007/s10955-018-1952-x