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Noise induced unanimity and disorder in opinion formation
We propose an opinion dynamics model based on Latané’s social impact theory. Actors in this model are heterogeneous and, in addition to opinions, are characterised by their varying levels of persuasion and support. The model is tested for two and three initial opinions randomly distributed among act...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7347143/ https://www.ncbi.nlm.nih.gov/pubmed/32645047 http://dx.doi.org/10.1371/journal.pone.0235313 |
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author | Kowalska-Styczeń, Agnieszka Malarz, Krzysztof |
author_facet | Kowalska-Styczeń, Agnieszka Malarz, Krzysztof |
author_sort | Kowalska-Styczeń, Agnieszka |
collection | PubMed |
description | We propose an opinion dynamics model based on Latané’s social impact theory. Actors in this model are heterogeneous and, in addition to opinions, are characterised by their varying levels of persuasion and support. The model is tested for two and three initial opinions randomly distributed among actors. We examine how the noise (randomness of behaviour) and the flow of information among actors affect the formation and spread of opinions. Our main research involves the process of opinion formation and finding phases of the system in terms of parameters describing noise and flow of the information for two and three opinions available in the system. The results show that opinion formation and spread are influenced by both (i) flow of information among actors (effective range of interactions among actors) and (ii) noise (randomness in adopting opinions). The noise not only leads to opinions disorder but also it promotes consensus under certain conditions. In disordered phase and when the exchange of information is spatially effectively limited, various faces of disorder are observed, including system states, where the signatures of self-organised criticality manifest themselves as scale-free probability distribution function of cluster sizes. Then increase of noise level leads system to disordered random state. The critical noise level above which histograms of opinion clusters’ sizes loose their scale-free character increases with increase of the easy of information flow. |
format | Online Article Text |
id | pubmed-7347143 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-73471432020-07-20 Noise induced unanimity and disorder in opinion formation Kowalska-Styczeń, Agnieszka Malarz, Krzysztof PLoS One Research Article We propose an opinion dynamics model based on Latané’s social impact theory. Actors in this model are heterogeneous and, in addition to opinions, are characterised by their varying levels of persuasion and support. The model is tested for two and three initial opinions randomly distributed among actors. We examine how the noise (randomness of behaviour) and the flow of information among actors affect the formation and spread of opinions. Our main research involves the process of opinion formation and finding phases of the system in terms of parameters describing noise and flow of the information for two and three opinions available in the system. The results show that opinion formation and spread are influenced by both (i) flow of information among actors (effective range of interactions among actors) and (ii) noise (randomness in adopting opinions). The noise not only leads to opinions disorder but also it promotes consensus under certain conditions. In disordered phase and when the exchange of information is spatially effectively limited, various faces of disorder are observed, including system states, where the signatures of self-organised criticality manifest themselves as scale-free probability distribution function of cluster sizes. Then increase of noise level leads system to disordered random state. The critical noise level above which histograms of opinion clusters’ sizes loose their scale-free character increases with increase of the easy of information flow. Public Library of Science 2020-07-09 /pmc/articles/PMC7347143/ /pubmed/32645047 http://dx.doi.org/10.1371/journal.pone.0235313 Text en © 2020 Kowalska-Styczeń, Malarz 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 Kowalska-Styczeń, Agnieszka Malarz, Krzysztof Noise induced unanimity and disorder in opinion formation |
title | Noise induced unanimity and disorder in opinion formation |
title_full | Noise induced unanimity and disorder in opinion formation |
title_fullStr | Noise induced unanimity and disorder in opinion formation |
title_full_unstemmed | Noise induced unanimity and disorder in opinion formation |
title_short | Noise induced unanimity and disorder in opinion formation |
title_sort | noise induced unanimity and disorder in opinion formation |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7347143/ https://www.ncbi.nlm.nih.gov/pubmed/32645047 http://dx.doi.org/10.1371/journal.pone.0235313 |
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