Bounded confidence dynamics generates opinion cascades on growing scale-free networks

Fuente: arXiv
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Hauptverfasser: Hernandez, David, Deffuant, Guillaume, Gandica, Yerali
Format: Preprint
Veröffentlicht: 2025
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author Hernandez, David
Deffuant, Guillaume
Gandica, Yerali
author_facet Hernandez, David
Deffuant, Guillaume
Gandica, Yerali
contents We study the pairwise bounded confidence model on scale-free networks where new agents regularly arrive over time. The probability that arriving agents form links to preexisting ones depends on both agent degree and opinion proximity. In parameter value ranges where both factors impact the link choice, a new phenomenon is observed. Minor clusters continuously form on the periphery of the opinion space and remain stable for a time, before suddenly merging with a major cluster in the network. We label these processes as "opinion cascades", and analyse their origin and behavior. They are triggered by the arrival of agents acting as "bridges" between the previously disconnected minor and major clusters. Lastly, we propose theoretical approximations to describe the varying shapes and merging behavior of opinion cascades under different conditions.
format Preprint
id arxiv_https___arxiv_org_abs_2506_02669
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Bounded confidence dynamics generates opinion cascades on growing scale-free networks
Hernandez, David
Deffuant, Guillaume
Gandica, Yerali
Physics and Society
We study the pairwise bounded confidence model on scale-free networks where new agents regularly arrive over time. The probability that arriving agents form links to preexisting ones depends on both agent degree and opinion proximity. In parameter value ranges where both factors impact the link choice, a new phenomenon is observed. Minor clusters continuously form on the periphery of the opinion space and remain stable for a time, before suddenly merging with a major cluster in the network. We label these processes as "opinion cascades", and analyse their origin and behavior. They are triggered by the arrival of agents acting as "bridges" between the previously disconnected minor and major clusters. Lastly, we propose theoretical approximations to describe the varying shapes and merging behavior of opinion cascades under different conditions.
title Bounded confidence dynamics generates opinion cascades on growing scale-free networks
topic Physics and Society
url https://arxiv.org/abs/2506.02669