Universality and Invariance in Hegselmann-Krause Opinion Dynamics: Proof of Three Conjectures

Fuente: arXiv
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Autor principal: Molignini, Paolo
Formato: Preprint
Publicado: 2025
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_version_ 1866912548496867328
author Molignini, Paolo
author_facet Molignini, Paolo
contents Three conjectures from [R. Hegselmann, The Journal of Artificial Societies and Social Simulations 26(4), 11 (2023)] about the Hegselmann-Krause opinion dynamics and the structure of $ε$-switches are proved. The first conjecture states that the number of $ε$-switches for any given initial opinion distribution is always finite, guaranteeing that the algorithm for enumerating them terminates. The second conjecture concerns the relationship between the dynamics of two consecutive $ε$-switches, showing that the opinion evolution is identical up to the switch time. The third conjecture establishes the invariance of the dynamics under positive-affine transformations of the initial distribution, with a corresponding rescaling of all $ε$-switch values. Together, these results provide a formal foundation for the empirical observations reported in the literature and offer a step towards a systematic classification of BC-processes based on their initial conditions.
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spellingShingle Universality and Invariance in Hegselmann-Krause Opinion Dynamics: Proof of Three Conjectures
Molignini, Paolo
Physics and Society
Mathematical Physics
Chaotic Dynamics
Three conjectures from [R. Hegselmann, The Journal of Artificial Societies and Social Simulations 26(4), 11 (2023)] about the Hegselmann-Krause opinion dynamics and the structure of $ε$-switches are proved. The first conjecture states that the number of $ε$-switches for any given initial opinion distribution is always finite, guaranteeing that the algorithm for enumerating them terminates. The second conjecture concerns the relationship between the dynamics of two consecutive $ε$-switches, showing that the opinion evolution is identical up to the switch time. The third conjecture establishes the invariance of the dynamics under positive-affine transformations of the initial distribution, with a corresponding rescaling of all $ε$-switch values. Together, these results provide a formal foundation for the empirical observations reported in the literature and offer a step towards a systematic classification of BC-processes based on their initial conditions.
title Universality and Invariance in Hegselmann-Krause Opinion Dynamics: Proof of Three Conjectures
topic Physics and Society
Mathematical Physics
Chaotic Dynamics
url https://arxiv.org/abs/2508.15982