Improved Mixing Rates of Directed Cycles with Additional Sparse Interconnections
Probability
2023-07-20 v1
Abstract
We analyze the absolute spectral gap of Markov chains on graphs obtained from a cycle of vertices and perturbed only at approximately random locations with an appropriate, possibly sparse, interconnection structure. Together with a strong asymmetry along the cycle, the gap of the resulting chain can be bounded inversely proportionally by the longest arc length (up to logarithmic factors) with high probability, providing a significant mixing speedup compared to the reversible version.
Keywords
Cite
@article{arxiv.2307.09949,
title = {Improved Mixing Rates of Directed Cycles with Additional Sparse Interconnections},
author = {Balázs Gerencsér and Julien M. Hendrickx},
journal= {arXiv preprint arXiv:2307.09949},
year = {2023}
}
Comments
17 pages, 3 figures