From coupling to spectral independence and blackbox comparison with the down-up walk
K Liu - arXiv preprint arXiv:2103.11609, 2021 - arxiv.org
We show that the existence of a" good"'coupling wrt Hamming distance for any local Markov
chain on a discrete product space implies rapid mixing of the Glauber dynamics in a …
chain on a discrete product space implies rapid mixing of the Glauber dynamics in a …
Improved bounds for randomly sampling colorings via linear programming
A well-known conjecture in computer science and statistical physics is that Glauber
dynamics on the set of k-colorings of a graph G on n vertices with maximum degree Δ is …
dynamics on the set of k-colorings of a graph G on n vertices with maximum degree Δ is …
[PDF][PDF] A survey on the use of Markov chains to randomly sample colourings
In recent years there has been considerable progress on the analysis of Markov chains for
generating a random coloring of an input graph. These improvements have come in …
generating a random coloring of an input graph. These improvements have come in …
[图书][B] Probabilistic couplings for probabilistic reasoning
J Hsu - 2017 - search.proquest.com
This thesis explores proofs by coupling from the perspective of formal verification. Long
employed in probability theory and theoretical computer science, these proofs construct …
employed in probability theory and theoretical computer science, these proofs construct …
Randomly coloring constant degree graphs
We study a simple Markov chain, known as the Glauber dynamics, for generating a random
k‐coloring of an n‐vertex graph with maximum degree Δ. We prove that, for every ε> 0, the …
k‐coloring of an n‐vertex graph with maximum degree Δ. We prove that, for every ε> 0, the …
Randomly coloring constant degree graphs
We study a simple Markov chain, known as the Glauber dynamics, for generating a random
k-coloring of a n-vertex graph with maximum degree/spl Delta/. We prove that the dynamics …
k-coloring of a n-vertex graph with maximum degree/spl Delta/. We prove that the dynamics …
Path coupling using stopping times and counting independent sets and colorings in hypergraphs
M Bordewich, M Dyer… - Random Structures & …, 2008 - Wiley Online Library
We analyse the mixing time of Markov chains using path coupling with stopping times. We
apply this approach to two hypergraph problems. We show that the Glauber dynamics for …
apply this approach to two hypergraph problems. We show that the Glauber dynamics for …
Spectral Independence a New Tool to Analyze Markov Chains
K Liu - 2023 - search.proquest.com
We introduce a versatile technique called spectral independence for the analysis of Markov
chain Monte Carlo algorithms in high-dimensional probability and statistics. We rigorously …
chain Monte Carlo algorithms in high-dimensional probability and statistics. We rigorously …
Stopping times, metrics and approximate counting
In this paper we examine the importance of the choice of metric in path coupling, and its
relationship to stopping time analysis. We give strong evidence that stopping time analysis is …
relationship to stopping time analysis. We give strong evidence that stopping time analysis is …