English

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

Physics and Society 2025-08-25 v1 Mathematical Physics math.MP Chaotic Dynamics

Abstract

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\epsilon-switches are proved. The first conjecture states that the number of ϵ\epsilon-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\epsilon-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\epsilon-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.

Keywords

Cite

@article{arxiv.2508.15982,
  title  = {Universality and Invariance in Hegselmann-Krause Opinion Dynamics: Proof of Three Conjectures},
  author = {Paolo Molignini},
  journal= {arXiv preprint arXiv:2508.15982},
  year   = {2025}
}

Comments

8 pages, 2 figures, comments welcome