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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...

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Detalles Bibliográficos
Autores principales: de Arruda, Guilherme Ferraz, Petri, Giovanni, Moreno, Yamir
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Physical Society 2020
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.
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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
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