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The Ethereal
Optimal Mixing for Randomly Sampling Edge Colorings on Trees Down to the Max Degree
July 05, 2024 ยท The Ethereal ยท ๐ ACM-SIAM Symposium on Discrete Algorithms
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Authors
Charlie Carlson, Xiaoyu Chen, Weiming Feng, Eric Vigoda
arXiv ID
2407.04576
Category
cs.DM: Discrete Mathematics
Cross-listed
cs.DS,
math.PR
Citations
3
Venue
ACM-SIAM Symposium on Discrete Algorithms
Last Checked
1 month ago
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 $ฮ$, when the number of colors $q$ satisfies $q\geqฮ+2$ 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 $ฮ$ as Dyer, Goldberg, and Jerrum (2006) showed that the relaxation time is $ฮฉ(n^3)$ when $q=ฮ+1$. For the case $q=ฮ+1$, we show that an alternative Markov chain which updates a pair of neighboring edges has relaxation time $O(n)$. Moreover, for the $ฮ$-regular complete tree we prove $O(n\log^2{n})$ 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 $\ell=O(ฮ^2\log^2ฮ)$, which we analyze using a canonical paths argument.
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