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The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading

In network models of propagation processes, the individual, microscopic level perspective is the norm, with aggregations studied as possible outcomes. On the contrary, we adopted a mesoscale perspective with groups as the core element and in this sense we present a novel agent-group dynamic model of...

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Autores principales: Cremonini, Marco, Maghool, Samira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758734/
https://www.ncbi.nlm.nih.gov/pubmed/35027604
http://dx.doi.org/10.1038/s41598-021-04589-7
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author Cremonini, Marco
Maghool, Samira
author_facet Cremonini, Marco
Maghool, Samira
author_sort Cremonini, Marco
collection PubMed
description In network models of propagation processes, the individual, microscopic level perspective is the norm, with aggregations studied as possible outcomes. On the contrary, we adopted a mesoscale perspective with groups as the core element and in this sense we present a novel agent-group dynamic model of propagation in networks. In particular, we focus on ephemeral groups that dynamically form, create new links, and dissolve. The experiments simulated 160 model configurations and produced results describing cases of consecutive and non-consecutive dynamic grouping, bounded or unbounded in the number of repetitions. Results revealed the existence of complex dynamics and multiple behaviors. An efficiency metric is introduced to compare the different cases. A Null Model analysis disclosed a pattern in the difference between the group and random models, varying with the size of groups. Our findings indicate that a mesoscopic construct like the ephemeral group, based on assumptions about social behavior and absent any microscopic level change, could produce and describe complex propagation dynamics. A conclusion is that agent-group dynamic models may represent a powerful approach for modelers and a promising new direction for future research in models of coevolution between propagation and behavior in society.
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spelling pubmed-87587342022-01-14 The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading Cremonini, Marco Maghool, Samira Sci Rep Article In network models of propagation processes, the individual, microscopic level perspective is the norm, with aggregations studied as possible outcomes. On the contrary, we adopted a mesoscale perspective with groups as the core element and in this sense we present a novel agent-group dynamic model of propagation in networks. In particular, we focus on ephemeral groups that dynamically form, create new links, and dissolve. The experiments simulated 160 model configurations and produced results describing cases of consecutive and non-consecutive dynamic grouping, bounded or unbounded in the number of repetitions. Results revealed the existence of complex dynamics and multiple behaviors. An efficiency metric is introduced to compare the different cases. A Null Model analysis disclosed a pattern in the difference between the group and random models, varying with the size of groups. Our findings indicate that a mesoscopic construct like the ephemeral group, based on assumptions about social behavior and absent any microscopic level change, could produce and describe complex propagation dynamics. A conclusion is that agent-group dynamic models may represent a powerful approach for modelers and a promising new direction for future research in models of coevolution between propagation and behavior in society. Nature Publishing Group UK 2022-01-13 /pmc/articles/PMC8758734/ /pubmed/35027604 http://dx.doi.org/10.1038/s41598-021-04589-7 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Cremonini, Marco
Maghool, Samira
The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title_full The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title_fullStr The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title_full_unstemmed The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title_short The dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
title_sort dynamical formation of ephemeral groups on networks and their effects on epidemics spreading
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8758734/
https://www.ncbi.nlm.nih.gov/pubmed/35027604
http://dx.doi.org/10.1038/s41598-021-04589-7
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