Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder

Abstract We introduce a generalized version of the noisy q-voter model, one of the most popular opinion dynamics models, in which voters can be in one of $$s \ge 2$$ s ≥ 2 states. As in the original binary q-voter model, which corresponds to $$s=2$$ s = 2 , at each update randomly selected voter can...

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Autores principales: Bartłomiej Nowak, Bartosz Stoń, Katarzyna Sznajd-Weron
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Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/c61e3d35333b4b3ab12fd1e61f2aa369
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spelling oai:doaj.org-article:c61e3d35333b4b3ab12fd1e61f2aa3692021-12-02T17:05:00ZDiscontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder10.1038/s41598-021-85361-92045-2322https://doaj.org/article/c61e3d35333b4b3ab12fd1e61f2aa3692021-03-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-85361-9https://doaj.org/toc/2045-2322Abstract We introduce a generalized version of the noisy q-voter model, one of the most popular opinion dynamics models, in which voters can be in one of $$s \ge 2$$ s ≥ 2 states. As in the original binary q-voter model, which corresponds to $$s=2$$ s = 2 , at each update randomly selected voter can conform to its q randomly chosen neighbors only if they are all in the same state. Additionally, a voter can act independently, taking a randomly chosen state, which introduces disorder to the system. We consider two types of disorder: (1) annealed, which means that each voter can act independently with probability p and with complementary probability $$1-p$$ 1 - p conform to others, and (2) quenched, which means that there is a fraction p of all voters, which are permanently independent and the rest of them are conformists. We analyze the model on the complete graph analytically and via Monte Carlo simulations. We show that for the number of states $$s>2$$ s > 2 the model displays discontinuous phase transitions for any $$q>1$$ q > 1 , on contrary to the model with binary opinions, in which discontinuous phase transitions are observed only for $$q>5$$ q > 5 . Moreover, unlike the case of $$s=2$$ s = 2 , for $$s>2$$ s > 2 discontinuous phase transitions survive under the quenched disorder, although they are less sharp than under the annealed one.Bartłomiej NowakBartosz StońKatarzyna Sznajd-WeronNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-13 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Bartłomiej Nowak
Bartosz Stoń
Katarzyna Sznajd-Weron
Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
description Abstract We introduce a generalized version of the noisy q-voter model, one of the most popular opinion dynamics models, in which voters can be in one of $$s \ge 2$$ s ≥ 2 states. As in the original binary q-voter model, which corresponds to $$s=2$$ s = 2 , at each update randomly selected voter can conform to its q randomly chosen neighbors only if they are all in the same state. Additionally, a voter can act independently, taking a randomly chosen state, which introduces disorder to the system. We consider two types of disorder: (1) annealed, which means that each voter can act independently with probability p and with complementary probability $$1-p$$ 1 - p conform to others, and (2) quenched, which means that there is a fraction p of all voters, which are permanently independent and the rest of them are conformists. We analyze the model on the complete graph analytically and via Monte Carlo simulations. We show that for the number of states $$s>2$$ s > 2 the model displays discontinuous phase transitions for any $$q>1$$ q > 1 , on contrary to the model with binary opinions, in which discontinuous phase transitions are observed only for $$q>5$$ q > 5 . Moreover, unlike the case of $$s=2$$ s = 2 , for $$s>2$$ s > 2 discontinuous phase transitions survive under the quenched disorder, although they are less sharp than under the annealed one.
format article
author Bartłomiej Nowak
Bartosz Stoń
Katarzyna Sznajd-Weron
author_facet Bartłomiej Nowak
Bartosz Stoń
Katarzyna Sznajd-Weron
author_sort Bartłomiej Nowak
title Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
title_short Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
title_full Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
title_fullStr Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
title_full_unstemmed Discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
title_sort discontinuous phase transitions in the multi-state noisy q-voter model: quenched vs. annealed disorder
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/c61e3d35333b4b3ab12fd1e61f2aa369
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AT katarzynasznajdweron discontinuousphasetransitionsinthemultistatenoisyqvotermodelquenchedvsannealeddisorder
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