Abstract
We consider irreducible reversible discrete time Markov chains on a finite state space. Mixing times and hitting times are fundamental parameters of the chain. We relate them by showing that the mixing time of the lazy chain is equivalent to the maximum over initial states \(x\) and large sets \(A\) of the hitting time of \(A\) starting from \(x\). We also prove that the first time when averaging over two consecutive time steps is close to stationarity is equivalent to the mixing time of the lazy version of the chain.
Similar content being viewed by others
References
Aldous, D., Fill, J.: Reversible Markov chains and random walks on graphs. In preparation, http://www.stat.berkeley.edu/aldous/RWG/book.html
Aldous, D.J.: Some inequalities for reversible Markov chains. J. Lond. Math. Soc. (2) 25(3), 564–576 (1982)
Baxter, J.R., Chacon, R.V.: Stopping times for recurrent Markov processes. Ill. J. Math. 20(3), 467–475 (1976)
Ding, J., Peres, Y.: Sensitivity of mixing times, 2013. arXiv:1304.0244
Griffiths, S., Kang, R.J., Imbuzeiro Oliveira, R., Patel, V.: Tight inequalities among set hitting times in Markov chains, 2012. to appear. In Proceedings AMS
Imbuzeiro Oliveira, R.. Mixing and hitting times for finite Markov chains. Electron. J. Probab., 17(70), 12 (2012)
Levin, D.A., Peres, Y., Wilmer, E.L.: Markov chains and mixing times. American Mathematical Society, Providence, RI, : With a chapter by Propp, J.G., Wilson, D.B. (2009)
Lovász, L., Winkler, P.: Efficient stopping rules for markov chains. In: Proceedings of the Twenty-Seventh Annual ACM Symposium on Theory of Computing, STOC ’95, pp. 76–82, New York, NY, USA, 1995. ACM
Lovász, L., Winkler, P.: Mixing times. In: Microsurveys in Discrete Probability (Princeton, NJ, 1997), volume 41 of DIMACS Ser. Discrete Math. Theoret. Comput. Sci., pp. 85–133. Am. Math. Soc., Providence, RI, 1998
Acknowledgments
We are indebted to Oded Schramm for suggesting the use of the parameter \(t_{\mathrm{G}}\) to relate mixing times and hitting times. We are grateful to David Aldous for helpful discussions. After this work was completed, we were informed that Theorem 1.1 was also proved independently by Roberto Imbuzeiro Oliveira ([6]).We thank Yang Cai, Júlia Komjáthy and the referee for useful comments.
Author information
Authors and Affiliations
Corresponding author
Rights and permissions
About this article
Cite this article
Peres, Y., Sousi, P. Mixing Times are Hitting Times of Large Sets. J Theor Probab 28, 488–519 (2015). https://doi.org/10.1007/s10959-013-0497-9
Received:
Revised:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10959-013-0497-9