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Renormalization Group for Critical Phenomena in Complex Networks
We discuss the behavior of statistical models on a novel class of complex “Hanoi” networks. Such modeling is often the cornerstone for the understanding of many dynamical processes in complex networks. Hanoi networks are special because they integrate small-world hierarchies common to many social an...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Research Foundation
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3242383/ https://www.ncbi.nlm.nih.gov/pubmed/22194725 http://dx.doi.org/10.3389/fphys.2011.00102 |
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author | Boettcher, S. Brunson, C. T. |
author_facet | Boettcher, S. Brunson, C. T. |
author_sort | Boettcher, S. |
collection | PubMed |
description | We discuss the behavior of statistical models on a novel class of complex “Hanoi” networks. Such modeling is often the cornerstone for the understanding of many dynamical processes in complex networks. Hanoi networks are special because they integrate small-world hierarchies common to many social and economical structures with the inevitable geometry of the real world these structures exist in. In addition, their design allows exact results to be obtained with the venerable renormalization group (RG). Our treatment will provide a detailed, pedagogical introduction to RG. In particular, we will study the Ising model with RG, for which the fixed points are determined and the RG flow is analyzed. We show that the small-world bonds result in non-universal behavior. It is shown that a diversity of different behaviors can be observed with seemingly small changes in the structure of hierarchical networks generally, and we provide a general theory to describe our findings. |
format | Online Article Text |
id | pubmed-3242383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Frontiers Research Foundation |
record_format | MEDLINE/PubMed |
spelling | pubmed-32423832011-12-22 Renormalization Group for Critical Phenomena in Complex Networks Boettcher, S. Brunson, C. T. Front Physiol Physiology We discuss the behavior of statistical models on a novel class of complex “Hanoi” networks. Such modeling is often the cornerstone for the understanding of many dynamical processes in complex networks. Hanoi networks are special because they integrate small-world hierarchies common to many social and economical structures with the inevitable geometry of the real world these structures exist in. In addition, their design allows exact results to be obtained with the venerable renormalization group (RG). Our treatment will provide a detailed, pedagogical introduction to RG. In particular, we will study the Ising model with RG, for which the fixed points are determined and the RG flow is analyzed. We show that the small-world bonds result in non-universal behavior. It is shown that a diversity of different behaviors can be observed with seemingly small changes in the structure of hierarchical networks generally, and we provide a general theory to describe our findings. Frontiers Research Foundation 2011-12-19 /pmc/articles/PMC3242383/ /pubmed/22194725 http://dx.doi.org/10.3389/fphys.2011.00102 Text en Copyright © 2011 Boettcher and Brunson. http://www.frontiersin.org/licenseagreement This is an open-access article distributed under the terms of the Creative Commons Attribution Non Commercial License, which permits non-commercial use, distribution, and reproduction in other forums, provided the original authors and source are credited. |
spellingShingle | Physiology Boettcher, S. Brunson, C. T. Renormalization Group for Critical Phenomena in Complex Networks |
title | Renormalization Group for Critical Phenomena in Complex Networks |
title_full | Renormalization Group for Critical Phenomena in Complex Networks |
title_fullStr | Renormalization Group for Critical Phenomena in Complex Networks |
title_full_unstemmed | Renormalization Group for Critical Phenomena in Complex Networks |
title_short | Renormalization Group for Critical Phenomena in Complex Networks |
title_sort | renormalization group for critical phenomena in complex networks |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3242383/ https://www.ncbi.nlm.nih.gov/pubmed/22194725 http://dx.doi.org/10.3389/fphys.2011.00102 |
work_keys_str_mv | AT boettchers renormalizationgroupforcriticalphenomenaincomplexnetworks AT brunsonct renormalizationgroupforcriticalphenomenaincomplexnetworks |