Hegselmann–Krause model with environmental noise

We study a continuous-time version of the Hegselmann–Krause model describing the opinion dynamics of interacting agents subject to random perturbations. Mathematically speaking, the opinion of agents is modelled by an interacting particle system with a non-Lipschitz continuous interaction force, perturbed by idiosyncratic and environmental noises. Sending the number of agents to infinity, we derive a McKean–Vlasov stochastic differential equation as the limiting dynamic, by establishing propagation of chaos for regularized versions of the noisy opinion dynamics. To that end, we prove the existence of a unique strong solution to the McKean–Vlasov stochastic differential equation as well as well-posedness of the associated non-local, non-linear stochastic Fokker–Planck equation.

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Publication Details

Journal
Transactions of the American Mathematical Society
Published
2024-10-16
DOI
https://doi.org/10.1090/tran/9289
Citations
2
Primary Topic
Opinion Dynamics and Social Influence
Type
article
Field-Weighted Citation Impact
0.56
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article

Hegselmann–Krause model with environmental noise

David J. Prömel, Paul Nikolaev, Li Chen
2 citations
Transactions of the American Mathematical Society
Opinion Dynamics and Social Influence
0.56
article

Hegselmann–Krause model with environmental noise

David J. Prömel, Paul Nikolaev, Li Chen
article en
2 citations

Abstract

We study a continuous-time version of the Hegselmann–Krause model describing the opinion dynamics of interacting agents subject to random perturbations. Mathematically speaking, the opinion of agents is modelled by an interacting particle system with a non-Lipschitz continuous interaction force, perturbed by idiosyncratic and environmental noises. Sending the number of agents to infinity, we derive a McKean–Vlasov stochastic differential equation as the limiting dynamic, by establishing propagation of chaos for regularized versions of the noisy opinion dynamics. To that end, we prove the existence of a unique strong solution to the McKean–Vlasov stochastic differential equation as well as well-posedness of the associated non-local, non-linear stochastic Fokker–Planck equation.

Transactions of the American Mathematical Society
University of Mannheim (DE)
Life in Land
Openalex Percentile: Top 34%
Opinion Dynamics and Social Influence
0.56
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