The Annals of Applied Probability

Separation cut-offs for birth and death chains

Persi Diaconis and Laurent Saloff-Coste
Source: Ann. Appl. Probab. Volume 16, Number 4 (2006), 2098-2122.

Abstract

This paper gives a necessary and sufficient condition for a sequence of birth and death chains to converge abruptly to stationarity, that is, to present a cut-off. The condition involves the notions of spectral gap and mixing time. Y. Peres has observed that for many families of Markov chains, there is a cut-off if and only if the product of spectral gap and mixing time tends to infinity. We establish this for arbitrary birth and death chains in continuous time when the convergence is measured in separation and the chains all start at 0.

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Primary Subjects: 60B10, 60J05, 60J27
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Permanent link to this document: http://projecteuclid.org/euclid.aoap/1169065218
Digital Object Identifier: doi:10.1214/105051606000000501
Mathematical Reviews number (MathSciNet): MR2288715
Zentralblatt MATH identifier: 1127.60081

References

Aldous, D. (1983). Random walks on finite groups and rapidly mixing Markov chains. Seminar on Probability XVII. Lecture Notes in Math. 986 243--297. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR0770418
Zentralblatt MATH: 0514.60067
Aldous, D. and Diaconis, P. (1986). Shuffling cards and stopping times. Amer. Math. Monthly 93 333--348.
Mathematical Reviews (MathSciNet): MR0841111
Digital Object Identifier: doi:10.2307/2323590
Aldous, D. and Diaconis, P. (1986). Strong uniform times and finite random walks. Adv. in Appl. Math. 8 69--97.
Mathematical Reviews (MathSciNet): MR0876954
Digital Object Identifier: doi:10.1016/0196-8858(87)90006-6
Zentralblatt MATH: 0631.60065
Aldous, D. and Fill, J. Reversible Markov Chains and Random Walks on Graphs. Book project. Available at http://www.stat.berkeley.edu/users/aldous/RWG/book.html.
Bannai, E. and Ito, T. (1987). Algebraic Combinatorics. I. Association Schemes. Benjamin, Menlo Park, CA.
Mathematical Reviews (MathSciNet): MR0882540
Zentralblatt MATH: 0555.05019
Belsley, E. (1993). Rates of convergence of Markov chains related to association schemes. Ph.D. dissertation, Harvard Univ.
Belsley, E. (1998). Rates of convergences of random walk on distance regular graphs. Probab. Theory Related Fields 112 493--533.
Mathematical Reviews (MathSciNet): MR1664702
Digital Object Identifier: doi:10.1007/s004400050198
Zentralblatt MATH: 0923.60010
Brown, M. and Shao, Y.-S. (1987). Identifying coefficients in the spectral representation for first passage time distributions. Probab. Engrg. Inform. Sci. 1 69--74.
Brouwer, A. E., Cohen, A. M. and Neumaier, A. (1989). Distance-Regular Graphs. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR1002568
Zentralblatt MATH: 0747.05073
Chen, G.-Y. (2006). The cut-off phenomenon for finite Markov chains. Ph.D. dissertation, Cornell Univ.
Chen, G.-Y. and Saloff-Coste, L. (2006). $L^p$ cut-offs for finite Markov chains. To appear.
Curtiss, J. H. (1942). A note on the theory of moment generating functions. Ann. Math. Statist. 13 430--433.
Mathematical Reviews (MathSciNet): MR0007577
Digital Object Identifier: doi:10.1214/aoms/1177731541
Project Euclid: euclid.aoms/1177731541
D'Aristotle, A. (1993). The nearest neighbor random walk on subspaces of a vector space and rate of convergence. J. Theoret. Probab. 8 321--346.
Mathematical Reviews (MathSciNet): MR1325854
Digital Object Identifier: doi:10.1007/BF02212882
Zentralblatt MATH: 0818.60061
Diaconis, P. (1988). Group Representations in Probability and Statistics. IMS, Hayward, CA.
Mathematical Reviews (MathSciNet): MR0964069
Zentralblatt MATH: 0695.60012
Diaconis, P. (1996). The cutoff phenomenon in finite Markov chains. Proc. Natl. Acad. Sci. USA 93 1659--1664.
Mathematical Reviews (MathSciNet): MR1374011
Digital Object Identifier: doi:10.1073/pnas.93.4.1659
Zentralblatt MATH: 0849.60070
Diaconis, P. and Fill, J. (1990). Strong stationary times via a new form of duality. Ann. Probab. 18 1483--1522.
Mathematical Reviews (MathSciNet): MR1071805
Digital Object Identifier: doi:10.1214/aop/1176990628
Project Euclid: euclid.aop/1176990628
Zentralblatt MATH: 0723.60083
Diaconis, P. and Hanlon, P. (1992). Eigen analysis for some examples of the Metropolis algorithm. In Hypergeometric Functions on Domains of Positivity, Jack Polynomials, and Applications 99--117. Amer. Math. Soc., Providence RI.
Mathematical Reviews (MathSciNet): MR1199122
Zentralblatt MATH: 0789.05091
Diaconis, P. and Ram, A. (2000). Analysis of systematic scan Metropolis algorithms using Iwahori--Hecke algebra techniques. Michigan Math. J. 48 157--189.
Mathematical Reviews (MathSciNet): MR1786485
Digital Object Identifier: doi:10.1307/mmj/1030132713
Project Euclid: euclid.mmj/1030132713
Diaconis, P. and Saloff-Coste, L. (1993). Comparison techniques for random walk on finite groups. Ann. Probab. 21 2131--2156.
Mathematical Reviews (MathSciNet): MR1245303
Digital Object Identifier: doi:10.1214/aop/1176989013
Project Euclid: euclid.aop/1176989013
Zentralblatt MATH: 0790.60011
Diaconis, P. and Saloff-Coste, L. (1998). What do we know about the Metropolis algorithm? In 27th Annual ACM Symposium on the Theory of Computing (STOC'95) (Las Vegas, NV). J. Comput. System Sci. 57 20--36.
Mathematical Reviews (MathSciNet): MR1649805
Digital Object Identifier: doi:10.1006/jcss.1998.1576
Zentralblatt MATH: 0920.68054
Diaconis, P. and Saloff-Coste, L. (1996). Logarithmic Sobolev inequalities for finite Markov chains. Ann. Appl. Probab. 6 695--750.
Mathematical Reviews (MathSciNet): MR1410112
Digital Object Identifier: doi:10.1214/aoap/1034968224
Project Euclid: euclid.aoap/1034968224
Zentralblatt MATH: 0867.60043
Diaconis, P. and Shahshahani, M. (1981). Generating a random permutation with random transpositions. Z. Wahrsch. Verw. Gebiete 57 159--179.
Mathematical Reviews (MathSciNet): MR0626813
Digital Object Identifier: doi:10.1007/BF00535487
Zentralblatt MATH: 0485.60006
Diaconis, P. and Shahshahani, M. (1987). Time to reach stationarity in the Bernoulli--Laplace diffusion model. SIAM J. Math. Anal. 18 208--218.
Mathematical Reviews (MathSciNet): MR0871832
Digital Object Identifier: doi:10.1137/0518016
Zentralblatt MATH: 0617.60009
Feller, W. (1971). An Introduction to Probability Theory and Its Applications. II, 2nd ed. Wiley, New York.
Mathematical Reviews (MathSciNet): MR0088081
Fill, J. (1992). Strong stationary duality for continuous-time Markov chains. I. Theory. J. Theoret. Probab. 5 45--70.
Mathematical Reviews (MathSciNet): MR1144727
Digital Object Identifier: doi:10.1007/BF01046778
Zentralblatt MATH: 0746.60075
Ismail, M., Masson, D., Letessier, J. and Valent, G. (1990). Birth and death processes and orthogonal polynomials. In Orthogonal Polynomials (Columbus, OH, 1989) 229--255. NATO Adv. Sci. Inst. Ser. C Math. Phys. Sci. 294. Kluwer Acad. Publ., Dordrecht.
Mathematical Reviews (MathSciNet): MR1100296
Zentralblatt MATH: 0704.60084
Karlin, S. and McGregor, J. (1961). The Hahn polynomials, formulas and and application. Scripta Math. 26 33--46.
Mathematical Reviews (MathSciNet): MR0138806
Zentralblatt MATH: 0104.29103
Karlin, S. and McGregor, J. (1965). Ehrenfest urn models. J. Appl. Probab. 2 352--376.
Mathematical Reviews (MathSciNet): MR0184284
Digital Object Identifier: doi:10.2307/3212199
Zentralblatt MATH: 0143.40501
Keilson, J. (1979). Markov Chain Models---Rarity and Exponentiality. Springer, New York.
Mathematical Reviews (MathSciNet): MR0528293
Zentralblatt MATH: 0411.60068
Lovász, L. and Winkler, P. (1998). Mixing times. In Microsurveys in Discrete Probability 85--133. Amer. Math. Soc., Providence RI.
Mathematical Reviews (MathSciNet): MR1630411
Pak, I. and Van Vu, H. (2001). On mixing of certain random walks, cutoff phenomenon and sharp threshold of random matroid processes. Discrete Appl. Math. 110 251--272.
Mathematical Reviews (MathSciNet): MR1828426
Digital Object Identifier: doi:10.1016/S0166-218X(00)00201-8
Zentralblatt MATH: 0983.60036
Parthasarathy, P. R. and Lenin, R. B. (1997). On the exact transient solution of finite birth and death processes with specific quadratic rates. Math. Sci. 22 92--105.
Mathematical Reviews (MathSciNet): MR1484361
Parthasarathy, P. R. and Lenin, R. B. (1999). An inverse problem in birth and death processes. Comput. Math. Appl. 38 33--40.
Mathematical Reviews (MathSciNet): MR1697340
Saloff-Coste, L. (1997). Lectures on finite Markov chains. Lectures on Probability Theory and Statistics 301--413. Lecture Notes in Math. 1665 301--413. Springer, Berlin.
Mathematical Reviews (MathSciNet): MR1490046
Zentralblatt MATH: 0885.60061
Digital Object Identifier: doi:10.1007/BFb0092621
Steutel, F. W. and van Harn, K. (2000). Infinite Divisibility of Probability Distributions on the Real Line. Dekker, New York.
Mathematical Reviews (MathSciNet): MR2011862
Zentralblatt MATH: 1063.60001
Van Assche, W., Parthasarathy, P. R. and Lenin, R. B. (1999). Spectral representation of four finite birth and death processes. Math. Sci. 24 105--112.
Mathematical Reviews (MathSciNet): MR1746330

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