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Optimal Mixing for Randomly Sampling Edge Colorings on Trees Down to the Max Degree

  • Nanjing University
  • Swiss Federal Institute of Technology Zurich
  • University of California at Santa Barbara

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

2 Scopus citations

Abstract

We address the convergence rate of Markov chains for randomly generating an edge coloring of a given tree. Our focus is on the Glauber dynamics which updates the color at a randomly chosen edge in each step. For a tree T with n vertices and maximum degree ∆, when the number of colors q satisfies q ≥ ∆ + 2 then we prove that the Glauber dynamics has an optimal relaxation time of O(n), where the relaxation time is the inverse of the spectral gap. This is optimal in the range of q in terms of ∆ as Dyer, Goldberg, and Jerrum (2006) showed that the relaxation time is Ω(n3) when q = ∆ + 1. For the case q = ∆ + 1, we show that an alternative Markov chain which updates a pair of neighboring edges has relaxation time O(n). Moreover, for the ∆-regular complete tree we prove O(nlog2 n) mixing time bounds for the respective Markov chain. Our proofs establish approximate tensorization of variance via a novel inductive approach, where the base case is a tree of height ` = O(∆2 log2 ∆), which we analyze using a canonical paths argument.

Original languageEnglish
Title of host publicationAnnual ACM-SIAM Symposium on Discrete Algorithms, SODA 2025
PublisherAssociation for Computing Machinery
Pages5418-5433
Number of pages16
ISBN (Electronic)9798331312008
StatePublished - 2025
Event36th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2025 - New Orleans, United States
Duration: Jan 12 2025 → Jan 15 2025

Publication series

NameProceedings of the Annual ACM-SIAM Symposium on Discrete Algorithms
Volume8
ISSN (Print)1071-9040
ISSN (Electronic)1557-9468

Conference

Conference36th Annual ACM-SIAM Symposium on Discrete Algorithms, SODA 2025
Country/TerritoryUnited States
CityNew Orleans
Period01/12/25 → 01/15/25

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