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Social contagion models on hypergraphs
Our understanding of the dynamics of complex networked systems has increased significantly in the last two decades. However, most of our knowledge is built upon assuming pairwise relations among the system's components. This is often an oversimplification, for instance, in social interactions t...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Physical Society
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217550/ http://dx.doi.org/10.1103/PhysRevResearch.2.023032 |
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author | de Arruda, Guilherme Ferraz Petri, Giovanni Moreno, Yamir |
author_facet | de Arruda, Guilherme Ferraz Petri, Giovanni Moreno, Yamir |
author_sort | de Arruda, Guilherme Ferraz |
collection | PubMed |
description | Our understanding of the dynamics of complex networked systems has increased significantly in the last two decades. However, most of our knowledge is built upon assuming pairwise relations among the system's components. This is often an oversimplification, for instance, in social interactions that occur frequently within groups. To overcome this limitation, here we study the dynamics of social contagion on hypergraphs. We develop an analytical framework and provide numerical results for arbitrary hypergraphs, which we also support with Monte Carlo simulations. Our analyses show that the model has a vast parameter space, with first- and second-order transitions, bistability, and hysteresis. Phenomenologically, we also extend the concept of latent heat to social contexts, which might help understanding oscillatory social behaviors. Our work unfolds the research line of higher-order models and the analytical treatment of hypergraphs, posing new questions and paving the way for modeling dynamical processes on higher-order structures. |
format | Online Article Text |
id | pubmed-7217550 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-72175502020-05-13 Social contagion models on hypergraphs de Arruda, Guilherme Ferraz Petri, Giovanni Moreno, Yamir Phys Rev Res Articles Our understanding of the dynamics of complex networked systems has increased significantly in the last two decades. However, most of our knowledge is built upon assuming pairwise relations among the system's components. This is often an oversimplification, for instance, in social interactions that occur frequently within groups. To overcome this limitation, here we study the dynamics of social contagion on hypergraphs. We develop an analytical framework and provide numerical results for arbitrary hypergraphs, which we also support with Monte Carlo simulations. Our analyses show that the model has a vast parameter space, with first- and second-order transitions, bistability, and hysteresis. Phenomenologically, we also extend the concept of latent heat to social contexts, which might help understanding oscillatory social behaviors. Our work unfolds the research line of higher-order models and the analytical treatment of hypergraphs, posing new questions and paving the way for modeling dynamical processes on higher-order structures. American Physical Society 2020-04-10 2020-04 /pmc/articles/PMC7217550/ http://dx.doi.org/10.1103/PhysRevResearch.2.023032 Text en Published by the American Physical Society https://creativecommons.org/licenses/by/4.0/ Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article's title, journal citation, and DOI. |
spellingShingle | Articles de Arruda, Guilherme Ferraz Petri, Giovanni Moreno, Yamir Social contagion models on hypergraphs |
title | Social contagion models on hypergraphs |
title_full | Social contagion models on hypergraphs |
title_fullStr | Social contagion models on hypergraphs |
title_full_unstemmed | Social contagion models on hypergraphs |
title_short | Social contagion models on hypergraphs |
title_sort | social contagion models on hypergraphs |
topic | Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7217550/ http://dx.doi.org/10.1103/PhysRevResearch.2.023032 |
work_keys_str_mv | AT dearrudaguilhermeferraz socialcontagionmodelsonhypergraphs AT petrigiovanni socialcontagionmodelsonhypergraphs AT morenoyamir socialcontagionmodelsonhypergraphs |