Universality and Invariance in Hegselmann-Krause Opinion Dynamics: Proof of Three Conjectures
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 -switches are proved. The first conjecture states that the number of -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 -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 -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.
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