Social influence and consensus building: Introducing a q-voter model with weighted influence.

We present a model of opinion formation where an individual's opinion is influenced by interactions with a group of agents. The model introduces a novel bias mechanism that favors one opinion, a feature not previously explored. In the absence of bias, the system reduces to a mean field voter mo...

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Main Authors: Pratik Mullick, Parongama Sen
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2025-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0316889
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author Pratik Mullick
Parongama Sen
author_facet Pratik Mullick
Parongama Sen
author_sort Pratik Mullick
collection DOAJ
description We present a model of opinion formation where an individual's opinion is influenced by interactions with a group of agents. The model introduces a novel bias mechanism that favors one opinion, a feature not previously explored. In the absence of bias, the system reduces to a mean field voter model. We identify three regimes: favoring negative opinions, favoring positive opinions, and a neutral case. In large systems, equilibrium outcomes become independent of group size, with only the bias influencing the final consensus. For smaller groups, however, the time to reach equilibrium depends on group size. Our results show that even a small initial bias leads to a consensus, with all agents eventually sharing the same opinion if the bias is not zero. The system also exhibits critical slowing down near the neutral bias, which acts as a dynamical threshold. The time to reach consensus scales logarithmically for non-neutral biases and linearly with system size for the neutral case. While short-term dynamics are influenced by group size, long-term behavior is determined solely by the bias.
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institution Kabale University
issn 1932-6203
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spelling doaj-art-ab7c879208114a9fabd55cd0e714f8812025-08-20T03:52:28ZengPublic Library of Science (PLoS)PLoS ONE1932-62032025-01-01201e031688910.1371/journal.pone.0316889Social influence and consensus building: Introducing a q-voter model with weighted influence.Pratik MullickParongama SenWe present a model of opinion formation where an individual's opinion is influenced by interactions with a group of agents. The model introduces a novel bias mechanism that favors one opinion, a feature not previously explored. In the absence of bias, the system reduces to a mean field voter model. We identify three regimes: favoring negative opinions, favoring positive opinions, and a neutral case. In large systems, equilibrium outcomes become independent of group size, with only the bias influencing the final consensus. For smaller groups, however, the time to reach equilibrium depends on group size. Our results show that even a small initial bias leads to a consensus, with all agents eventually sharing the same opinion if the bias is not zero. The system also exhibits critical slowing down near the neutral bias, which acts as a dynamical threshold. The time to reach consensus scales logarithmically for non-neutral biases and linearly with system size for the neutral case. While short-term dynamics are influenced by group size, long-term behavior is determined solely by the bias.https://doi.org/10.1371/journal.pone.0316889
spellingShingle Pratik Mullick
Parongama Sen
Social influence and consensus building: Introducing a q-voter model with weighted influence.
PLoS ONE
title Social influence and consensus building: Introducing a q-voter model with weighted influence.
title_full Social influence and consensus building: Introducing a q-voter model with weighted influence.
title_fullStr Social influence and consensus building: Introducing a q-voter model with weighted influence.
title_full_unstemmed Social influence and consensus building: Introducing a q-voter model with weighted influence.
title_short Social influence and consensus building: Introducing a q-voter model with weighted influence.
title_sort social influence and consensus building introducing a q voter model with weighted influence
url https://doi.org/10.1371/journal.pone.0316889
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AT parongamasen socialinfluenceandconsensusbuildingintroducingaqvotermodelwithweightedinfluence