On the coalescence time of reversible random walks
HTML articles powered by AMS MathViewer
- by Roberto Imbuzeiro Oliveira
- Trans. Amer. Math. Soc. 364 (2012), 2109-2128
- DOI: https://doi.org/10.1090/S0002-9947-2011-05523-6
- Published electronically: November 9, 2011
- PDF | Request permission
Abstract:
Consider a system of coalescing random walks where each individual performs a random walk over a finite graph $\mathbf {G}$ or (more generally) evolves according to some reversible Markov chain generator $Q$. Let $C$ be the first time at which all walkers have coalesced into a single cluster. $C$ is closely related to the consensus time of the voter model for this $\mathbf {G}$ or $Q$.
We prove that the expected value of $C$ is at most a constant multiple of the largest hitting time of an element in the state space. This solves a problem posed by Aldous and Fill and gives sharp bounds in many examples, including all vertex-transitive graphs. We also obtain results on the expected time until only $k\geq 2$ clusters remain. Our proof tools include a new exponential inequality for the meeting time of a reversible Markov chain and a deterministic trajectory, which we believe to be of independent interest.
References
- David J. Aldous, Meeting times for independent Markov chains, Stochastic Process. Appl. 38 (1991), no. 2, 185–193. MR 1119980, DOI 10.1016/0304-4149(91)90090-Y
- David Aldous and James Allen Fill, Reversible Markov Chains and Random Walks on Graphs, book draft, http://www.stat.berkeley.edu/˜aldous/RWG/book.html.
- Noga Alon and Joel H. Spencer, The probabilistic method, 2nd ed., Wiley-Interscience Series in Discrete Mathematics and Optimization, Wiley-Interscience [John Wiley & Sons], New York, 2000. With an appendix on the life and work of Paul Erdős. MR 1885388, DOI 10.1002/0471722154
- J. T. Cox, Coalescing random walks and voter model consensus times on the torus in $\textbf {Z}^d$, Ann. Probab. 17 (1989), no. 4, 1333–1366. MR 1048930
- Julia Kempe, Alexei Kitaev, and Oded Regev, The complexity of the local Hamiltonian problem, SIAM J. Comput. 35 (2006), no. 5, 1070–1097. MR 2217138, DOI 10.1137/S0097539704445226
- Thomas M. Liggett, Interacting particle systems, Grundlehren der mathematischen Wissenschaften [Fundamental Principles of Mathematical Sciences], vol. 276, Springer-Verlag, New York, 1985. MR 776231, DOI 10.1007/978-1-4613-8542-4
Bibliographic Information
- Roberto Imbuzeiro Oliveira
- Affiliation: Departamento de Matemática, Instituto Nacaional de Matemática Pura e Aplicada, Rio de Janeiro, RJ, Brazil 22430-040
- Email: rimfo@impa.br
- Received by editor(s): September 3, 2010
- Received by editor(s) in revised form: September 9, 2010
- Published electronically: November 9, 2011
- Additional Notes: The author’s work was supported by Bolsa de Produtividade em Pesquisa and by a Pronex grant from CNPq, Brazil.
- © Copyright 2011
American Mathematical Society
The copyright for this article reverts to public domain 28 years after publication. - Journal: Trans. Amer. Math. Soc. 364 (2012), 2109-2128
- MSC (2010): Primary 60J27, 60K35; Secondary 60C05
- DOI: https://doi.org/10.1090/S0002-9947-2011-05523-6
- MathSciNet review: 2869200