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Griffiths phases in infinite-dimensional, non-hierarchical modular networks

Griffiths phases (GPs), generated by the heterogeneities on modular networks, have recently been suggested to provide a mechanism, rid of fine parameter tuning, to explain the critical behavior of complex systems. One conjectured requirement for systems with modular structures was that the network o...

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Autores principales: Cota, Wesley, Ódor, Géza, Ferreira, Silvio C.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6002411/
https://www.ncbi.nlm.nih.gov/pubmed/29904065
http://dx.doi.org/10.1038/s41598-018-27506-x
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author Cota, Wesley
Ódor, Géza
Ferreira, Silvio C.
author_facet Cota, Wesley
Ódor, Géza
Ferreira, Silvio C.
author_sort Cota, Wesley
collection PubMed
description Griffiths phases (GPs), generated by the heterogeneities on modular networks, have recently been suggested to provide a mechanism, rid of fine parameter tuning, to explain the critical behavior of complex systems. One conjectured requirement for systems with modular structures was that the network of modules must be hierarchically organized and possess finite dimension. We investigate the dynamical behavior of an activity spreading model, evolving on heterogeneous random networks with highly modular structure and organized non-hierarchically. We observe that loosely coupled modules act as effective rare-regions, slowing down the extinction of activation. As a consequence, we find extended control parameter regions with continuously changing dynamical exponents for single network realizations, preserved after finite size analyses, as in a real GP. The avalanche size distributions of spreading events exhibit robust power-law tails. Our findings relax the requirement of hierarchical organization of the modular structure, which can help to rationalize the criticality of modular systems in the framework of GPs.
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spelling pubmed-60024112018-06-26 Griffiths phases in infinite-dimensional, non-hierarchical modular networks Cota, Wesley Ódor, Géza Ferreira, Silvio C. Sci Rep Article Griffiths phases (GPs), generated by the heterogeneities on modular networks, have recently been suggested to provide a mechanism, rid of fine parameter tuning, to explain the critical behavior of complex systems. One conjectured requirement for systems with modular structures was that the network of modules must be hierarchically organized and possess finite dimension. We investigate the dynamical behavior of an activity spreading model, evolving on heterogeneous random networks with highly modular structure and organized non-hierarchically. We observe that loosely coupled modules act as effective rare-regions, slowing down the extinction of activation. As a consequence, we find extended control parameter regions with continuously changing dynamical exponents for single network realizations, preserved after finite size analyses, as in a real GP. The avalanche size distributions of spreading events exhibit robust power-law tails. Our findings relax the requirement of hierarchical organization of the modular structure, which can help to rationalize the criticality of modular systems in the framework of GPs. Nature Publishing Group UK 2018-06-14 /pmc/articles/PMC6002411/ /pubmed/29904065 http://dx.doi.org/10.1038/s41598-018-27506-x Text en © The Author(s) 2018 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as 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. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Cota, Wesley
Ódor, Géza
Ferreira, Silvio C.
Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title_full Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title_fullStr Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title_full_unstemmed Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title_short Griffiths phases in infinite-dimensional, non-hierarchical modular networks
title_sort griffiths phases in infinite-dimensional, non-hierarchical modular networks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6002411/
https://www.ncbi.nlm.nih.gov/pubmed/29904065
http://dx.doi.org/10.1038/s41598-018-27506-x
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