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Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs
Although ubiquitous, interactions in groups of individuals are not yet thoroughly studied. Frequently, single groups are modeled as critical-mass dynamics, which is a widespread concept used not only by academics but also by politicians and the media. However, less explored questions are how a colle...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011415/ https://www.ncbi.nlm.nih.gov/pubmed/36914645 http://dx.doi.org/10.1038/s41467-023-37118-3 |
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author | Ferraz de Arruda, Guilherme Petri, Giovanni Rodriguez, Pablo Martin Moreno, Yamir |
author_facet | Ferraz de Arruda, Guilherme Petri, Giovanni Rodriguez, Pablo Martin Moreno, Yamir |
author_sort | Ferraz de Arruda, Guilherme |
collection | PubMed |
description | Although ubiquitous, interactions in groups of individuals are not yet thoroughly studied. Frequently, single groups are modeled as critical-mass dynamics, which is a widespread concept used not only by academics but also by politicians and the media. However, less explored questions are how a collection of groups will behave and how their intersection might change the dynamics. Here, we formulate this process as binary-state dynamics on hypergraphs. We showed that our model has a rich behavior beyond discontinuous transitions. Notably, we have multistability and intermittency. We demonstrated that this phenomenology could be associated with community structures, where we might have multistability or intermittency by controlling the number or size of bridges between communities. Furthermore, we provided evidence that the observed transitions are hybrid. Our findings open new paths for research, ranging from physics, on the formal calculation of quantities of interest, to social sciences, where new experiments can be designed. |
format | Online Article Text |
id | pubmed-10011415 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-100114152023-03-15 Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs Ferraz de Arruda, Guilherme Petri, Giovanni Rodriguez, Pablo Martin Moreno, Yamir Nat Commun Article Although ubiquitous, interactions in groups of individuals are not yet thoroughly studied. Frequently, single groups are modeled as critical-mass dynamics, which is a widespread concept used not only by academics but also by politicians and the media. However, less explored questions are how a collection of groups will behave and how their intersection might change the dynamics. Here, we formulate this process as binary-state dynamics on hypergraphs. We showed that our model has a rich behavior beyond discontinuous transitions. Notably, we have multistability and intermittency. We demonstrated that this phenomenology could be associated with community structures, where we might have multistability or intermittency by controlling the number or size of bridges between communities. Furthermore, we provided evidence that the observed transitions are hybrid. Our findings open new paths for research, ranging from physics, on the formal calculation of quantities of interest, to social sciences, where new experiments can be designed. Nature Publishing Group UK 2023-03-13 /pmc/articles/PMC10011415/ /pubmed/36914645 http://dx.doi.org/10.1038/s41467-023-37118-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Ferraz de Arruda, Guilherme Petri, Giovanni Rodriguez, Pablo Martin Moreno, Yamir Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title | Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title_full | Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title_fullStr | Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title_full_unstemmed | Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title_short | Multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
title_sort | multistability, intermittency, and hybrid transitions in social contagion models on hypergraphs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10011415/ https://www.ncbi.nlm.nih.gov/pubmed/36914645 http://dx.doi.org/10.1038/s41467-023-37118-3 |
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