On the convergence of the Hegselmann-Krause system.
Author(s): Bhattacharyya, Arnab; Braverman, Mark; Chazelle, Bernard; Nguyen, Huy L.
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Abstract: | We study convergence of the following discrete-time non-linear dynamical system: n agents are located in ℝd and at every time step, each moves synchronously to the average location of all agents within a unit distance of it. This popularly studied system was introduced by Krause to model the dynamics of opinion formation and is often referred to as the Hegselmann-Krause model. We prove the first polynomial time bound for the convergence of this system in arbitrary dimensions. This improves on the bound of nO(n) resulting from a more general theorem of Chazelle [4]. Also, we show a quadratic lower bound and improve the upper bound for one-dimensional systems to O(n 3). |
Publication Date: | 9-Jan-2013 |
Electronic Publication Date: | 2013 |
Citation: | Bhattacharyya, Arnab, Braverman, Mark, Chazelle, Bernard, Nguyen, Huy L. (2013). On the convergence of the Hegselmann-Krause system.. ITCS, 61 - 66. doi:10.1145/2422436.2422446 |
DOI: | doi:10.1145/2422436.2422446 |
Pages: | 61 - 66 |
Type of Material: | Journal Article |
Journal/Proceeding Title: | ITCS |
Version: | Author's manuscript |
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