Cargando…
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...
Autores principales: | , , |
---|---|
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 |
_version_ | 1783400994835529728 |
---|---|
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. |
format | Online Article Text |
id | pubmed-6405038 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT vanderhofstadremco triadicclosureinconfigurationmodelswithunboundeddegreefluctuations AT vanleeuwaardenjohansh triadicclosureinconfigurationmodelswithunboundeddegreefluctuations AT stegehuisclara triadicclosureinconfigurationmodelswithunboundeddegreefluctuations |