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Triadic Closure in Configuration Models with Unbounded Degree Fluctuations

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 de...

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Autores principales: van der Hofstad, Remco, van Leeuwaarden, Johan S. H., Stegehuis, Clara
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6405038/
https://www.ncbi.nlm.nih.gov/pubmed/30930481
http://dx.doi.org/10.1007/s10955-018-1952-x
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author van der Hofstad, Remco
van Leeuwaarden, Johan S. H.
Stegehuis, Clara
author_facet van der Hofstad, Remco
van Leeuwaarden, Johan S. H.
Stegehuis, Clara
author_sort van der Hofstad, Remco
collection PubMed
description 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 [Formula: see text] settles on a power law [Formula: see text] with [Formula: see text] 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.
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spelling pubmed-64050382019-03-27 Triadic Closure in Configuration Models with Unbounded Degree Fluctuations van der Hofstad, Remco van Leeuwaarden, Johan S. H. Stegehuis, Clara J Stat Phys Article 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 [Formula: see text] settles on a power law [Formula: see text] with [Formula: see text] 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. Springer US 2018-01-25 2018 /pmc/articles/PMC6405038/ /pubmed/30930481 http://dx.doi.org/10.1007/s10955-018-1952-x Text en © The Author(s) 2018 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
van der Hofstad, Remco
van Leeuwaarden, Johan S. H.
Stegehuis, Clara
Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title_full Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title_fullStr Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title_full_unstemmed Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title_short Triadic Closure in Configuration Models with Unbounded Degree Fluctuations
title_sort triadic closure in configuration models with unbounded degree fluctuations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6405038/
https://www.ncbi.nlm.nih.gov/pubmed/30930481
http://dx.doi.org/10.1007/s10955-018-1952-x
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