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Self-interacting CBO: Existence, uniqueness, and long-time convergence

Authors :
Huang, Hui
Kouhkouh, Hicham
Source :
Published in the journal: Applied Mathematics Letters, 2024, p. 109372
Publication Year :
2024

Abstract

A self-interacting dynamics that mimics the standard Consensus-Based Optimization (CBO) model is introduced. This single-particle dynamics is shown to converge to a unique invariant measure that approximates the global minimum of a given function. As an application, its connection to CBO with Personal Best introduced by C. Totzeck and M.-T. Wolfram (Math. Biosci. Eng., 2020) has been established.<br />Comment: This version contains supplementary material gathered in an appendix

Details

Database :
arXiv
Journal :
Published in the journal: Applied Mathematics Letters, 2024, p. 109372
Publication Type :
Report
Accession number :
edsarx.2411.10295
Document Type :
Working Paper
Full Text :
https://doi.org/10.1016/j.aml.2024.109372