Long-term concentration of measure and cut-off
We present new concentration of measure inequalities for Markov chains, generalising results for chains that are contracting in Wasserstein distance. These are particularly suited to establishing the cut-off phenomenon for suitable chains. We apply our discrete-time inequality to the well-studied Bernoulli–Laplace model of diffusion, and give a probabilistic proof of cut-off, recovering and improving the bounds of Diaconis and Shahshahani. We also extend the notion of cut-off to chains with an infinite state space, and illustrate this in a second example, of a two-host model of disease in continuous time. We give a third example, giving concentration results for the supermarket model, illustrating the full generality and power of our results.
| Item Type | Article |
|---|---|
| Copyright holders | © 2022 The Authors |
| Departments | LSE > Academic Departments > Mathematics |
| DOI | 10.1016/j.spa.2022.05.004 |
| Date Deposited | 25 May 2022 |
| Acceptance Date | 08 May 2022 |
| URI | https://researchonline.lse.ac.uk/id/eprint/115196 |
Explore Further
- https://www.lse.ac.uk/Mathematics/people/Graham-Brightwell (Author)
- https://www.scopus.com/pages/publications/85134607770 (Scopus publication)
- https://www.sciencedirect.com/journal/stochastic-p... (Official URL)
