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Response of the competitive balance model to the external field

The competitive balance model was proposed as an extension of the structural balance theory, aiming to account for heterogeneities observed in real-world networks. In this model, different paradigms lead to form different friendship and enmity. As an example, friendship or enmity between countries c...

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Autores principales: Oloomi, Farideh, Kargaran, Amir, Hosseiny, Ali, Jafari, Gholamreza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403139/
https://www.ncbi.nlm.nih.gov/pubmed/37540637
http://dx.doi.org/10.1371/journal.pone.0289543
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author Oloomi, Farideh
Kargaran, Amir
Hosseiny, Ali
Jafari, Gholamreza
author_facet Oloomi, Farideh
Kargaran, Amir
Hosseiny, Ali
Jafari, Gholamreza
author_sort Oloomi, Farideh
collection PubMed
description The competitive balance model was proposed as an extension of the structural balance theory, aiming to account for heterogeneities observed in real-world networks. In this model, different paradigms lead to form different friendship and enmity. As an example, friendship or enmity between countries can have a political or religious basis. The suggested Hamiltonian is symmetrical between paradigms. Our analyses show that a balanced state can be achieved if just one paradigm prevails in the network and the paradigm shift is possible only by imposing an external field. In this paper, we investigate the influence of the external field on the evolution of the network. We drive the mean-field solutions of the model and verify the accuracy of our analytical solutions by performing Monte-Carlo simulations. We observe that the external field breaks the symmetry of the system. The response of the system to this external field, contingent upon temperature, can be either paramagnetic or ferromagnetic. We observed a hysteresis behavior in the ferromagnetic regime. Once communities are formed based on a certain paradigm, then they resist change. We found that to avoid wasting energy we need to know the level of stochastic behavior in the network. Analogous to magnetic systems, we observe that susceptibility adheres to Curie’s law.
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spelling pubmed-104031392023-08-05 Response of the competitive balance model to the external field Oloomi, Farideh Kargaran, Amir Hosseiny, Ali Jafari, Gholamreza PLoS One Research Article The competitive balance model was proposed as an extension of the structural balance theory, aiming to account for heterogeneities observed in real-world networks. In this model, different paradigms lead to form different friendship and enmity. As an example, friendship or enmity between countries can have a political or religious basis. The suggested Hamiltonian is symmetrical between paradigms. Our analyses show that a balanced state can be achieved if just one paradigm prevails in the network and the paradigm shift is possible only by imposing an external field. In this paper, we investigate the influence of the external field on the evolution of the network. We drive the mean-field solutions of the model and verify the accuracy of our analytical solutions by performing Monte-Carlo simulations. We observe that the external field breaks the symmetry of the system. The response of the system to this external field, contingent upon temperature, can be either paramagnetic or ferromagnetic. We observed a hysteresis behavior in the ferromagnetic regime. Once communities are formed based on a certain paradigm, then they resist change. We found that to avoid wasting energy we need to know the level of stochastic behavior in the network. Analogous to magnetic systems, we observe that susceptibility adheres to Curie’s law. Public Library of Science 2023-08-04 /pmc/articles/PMC10403139/ /pubmed/37540637 http://dx.doi.org/10.1371/journal.pone.0289543 Text en © 2023 Oloomi et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Oloomi, Farideh
Kargaran, Amir
Hosseiny, Ali
Jafari, Gholamreza
Response of the competitive balance model to the external field
title Response of the competitive balance model to the external field
title_full Response of the competitive balance model to the external field
title_fullStr Response of the competitive balance model to the external field
title_full_unstemmed Response of the competitive balance model to the external field
title_short Response of the competitive balance model to the external field
title_sort response of the competitive balance model to the external field
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10403139/
https://www.ncbi.nlm.nih.gov/pubmed/37540637
http://dx.doi.org/10.1371/journal.pone.0289543
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