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Opinion formation with time-varying bounded confidence

When individuals in social groups communicate with one another and are under the influence of neighbors’ opinions, they typically revise their own opinions to adapt to such peer opinions. The individual threshold of bounded confidence will thus be affected by both a change in individual confidence a...

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Detalles Bibliográficos
Autores principales: Zhang, YunHong, Liu, QiPeng, Zhang, SiYing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5338805/
https://www.ncbi.nlm.nih.gov/pubmed/28264038
http://dx.doi.org/10.1371/journal.pone.0172982
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author Zhang, YunHong
Liu, QiPeng
Zhang, SiYing
author_facet Zhang, YunHong
Liu, QiPeng
Zhang, SiYing
author_sort Zhang, YunHong
collection PubMed
description When individuals in social groups communicate with one another and are under the influence of neighbors’ opinions, they typically revise their own opinions to adapt to such peer opinions. The individual threshold of bounded confidence will thus be affected by both a change in individual confidence and by neighbor influence. Individuals thus update their own opinions with new bounded confidence, while their updated opinions also influence their neighbors’ opinions. Based on this reasoned factual assumption, we propose an opinion dynamics model with time-varying bounded confidence. A directed network is formed by the rule of the individual bounded confidence threshold. The threshold of individual bounded confidence involves both confidence variation and the in/out degree of the individual node. When the confidence variation is greater, an individual’s confidence in persisting in his own opinion in interactions is weaker, and the individual is more likely to adopt neighbors’ opinions. In networks, the in/out degree is determined by individual neighbors. Our main research involves the process of opinion evolution and the basic laws of opinion cluster formation. Group opinions converge exponentially to consensus with stable neighbors. An individual opinion evolution is determined by the average neighbor opinion effect strength. We also explore the conditions involved in forming a stable neighbor relationship and the influence of the confidence variation in the convergence of the threshold of bounded confidence. The results show that the influence on opinion evolution is greater with increased confidence variation.
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spelling pubmed-53388052017-03-10 Opinion formation with time-varying bounded confidence Zhang, YunHong Liu, QiPeng Zhang, SiYing PLoS One Research Article When individuals in social groups communicate with one another and are under the influence of neighbors’ opinions, they typically revise their own opinions to adapt to such peer opinions. The individual threshold of bounded confidence will thus be affected by both a change in individual confidence and by neighbor influence. Individuals thus update their own opinions with new bounded confidence, while their updated opinions also influence their neighbors’ opinions. Based on this reasoned factual assumption, we propose an opinion dynamics model with time-varying bounded confidence. A directed network is formed by the rule of the individual bounded confidence threshold. The threshold of individual bounded confidence involves both confidence variation and the in/out degree of the individual node. When the confidence variation is greater, an individual’s confidence in persisting in his own opinion in interactions is weaker, and the individual is more likely to adopt neighbors’ opinions. In networks, the in/out degree is determined by individual neighbors. Our main research involves the process of opinion evolution and the basic laws of opinion cluster formation. Group opinions converge exponentially to consensus with stable neighbors. An individual opinion evolution is determined by the average neighbor opinion effect strength. We also explore the conditions involved in forming a stable neighbor relationship and the influence of the confidence variation in the convergence of the threshold of bounded confidence. The results show that the influence on opinion evolution is greater with increased confidence variation. Public Library of Science 2017-03-06 /pmc/articles/PMC5338805/ /pubmed/28264038 http://dx.doi.org/10.1371/journal.pone.0172982 Text en © 2017 Zhang et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://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
Zhang, YunHong
Liu, QiPeng
Zhang, SiYing
Opinion formation with time-varying bounded confidence
title Opinion formation with time-varying bounded confidence
title_full Opinion formation with time-varying bounded confidence
title_fullStr Opinion formation with time-varying bounded confidence
title_full_unstemmed Opinion formation with time-varying bounded confidence
title_short Opinion formation with time-varying bounded confidence
title_sort opinion formation with time-varying bounded confidence
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5338805/
https://www.ncbi.nlm.nih.gov/pubmed/28264038
http://dx.doi.org/10.1371/journal.pone.0172982
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