Abstract
Consider a finite absorbing Markov generator, irreducible on the non-absorbing states. Perron-Frobenius theory ensures the existence of a corresponding positive eigenvector ϕ. The goal of the paper is to give bounds on the amplitude max ϕ/min ϕ. Two approaches are proposed: One using a path method and the other one, restricted to the reversible situation, based on spectral estimates. The latter approach is extended to denumerable birth and death processes absorbing at 0 for which infinity is an entrance boundary. The interest of estimating the ratio is the reduction of the quantitative study of convergence to quasi-stationarity to the convergence to equilibrium of related ergodic processes, as seen by Diaconis and Miclo (2014).
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References
Akhiezer N I, Glazman I M. Theory of Linear Operators in Hilbert Space. Boston-Mass-London: Pitman Advanced Publishing Program, 1981
Anderson W J. Continuous-time Markov Chains. New York: Springer-Verlag, 1991
Champagnat N, Villemonais D. Exponential Convergence to Quasi-Stationary Distribution and Q-Process. Berlin: Springer, 2014
Chen M. Analytic proof of dual variational formula for the first eigenvalue in dimension one. Sci China Ser A, 1999, 42:805–815
Chung K L, Walsh J B. Markov Processes, Brownian Motion, and Time Symmetry, 2nd ed. New York: Springer, 2005
Collet P, Martínez S, San Martín J. Quasi-Stationary Distributions. New York: Springer, 2013
Diaconis P, Miclo L. On times to quasi-stationarity for birth and death processes. J Theoret Probab, 2009, 22:558–586
Diaconis P, Miclo L. On quantitative convergence to quasi-stationarity. Http://hal.archives-ouvertes.fr/hal-01002622, 2014
Ethier S N, Kurtz T G. Markov Processes. New York: John Wiley & Sons Inc, 1986
Fill J A. The passage time distribution for a birth-and-death chain: Strong stationary duality gives a first stochastic proof. J Theoret Probab, 2009, 22:543–557
Gao W-J, Mao Y-H. Quasi-stationary distribution for the birth-death process with exit boundary. J Math Anal Appl, 2015, 427:114–125
Gong Y, Mao Y-H, Zhang C. Hitting time distributions for denumerable birth and death processes. J Theoret Probab, 2012, 25:950–980
Horn R A, Johnson C R. Matrix Analysis. Cambridge: Cambridge University Press, 1990
Jacka S D, Roberts G O. Weak convergence of conditioned processes on a countable state space. J Appl Probab, 1995, 32:902–916
Karlin S, McGregor J. The classification of birth and death processes. Trans Amer Math Soc, 1957, 86:366–400
Mao Y-H. The eigentime identity for continuous-time ergodic Markov chains. J Appl Probab, 2004, 41:1071–1080
Meyn S, Tweedie R L. Markov Chains and Stochastic Stability, 2nd ed. Cambridge: Cambridge University Press, 2009
Méléard S, Villemonais D. Quasi-stationary distributions and population processes. Probab Surv, 2012, 9:340–410
Miclo L. An example of application of discrete Hardy’s inequalities. Markov Process Related Fields, 1999, 5:319–330
Miclo L. On eigenfunctions of Markov processes on trees. Probab Theory Related Fields, 2008, 142:561–594
Miclo L. Monotonicity of the extremal functions for one-dimensional inequalities of logarithmic Sobolev type. In: Séminaire de Probabilités XLII. Lecture Notes in Mathematics, vol. 1979. Berlin: Springer, 2009, 103–130
Miclo L. On absorption times and Dirichlet eigenvalues. ESAIM Probab Stat, 2010, 14:117–150
Miclo L. On ergodic diffusions on continuous graphs whose centered resolvent admits a trace. Http://hal.archivesouvertes.fr/hal-00957019, 2014
Rogers L C G, Williams D. Diffusions, Markov Processes, and Martingales. Cambridge: Cambridge University Press, 2000
Seneta E. Nonnegative Matrices and Markov Chains, 2nd ed. New York: Springer-Verlag, 1981
van Doorn E A. Quasi-stationary distributions and convergence to quasi-stationarity of birth-death processes. Adv Appl Probab, 1991, 23:683–700
van Doorn E A, Pollett P K. Quasi-stationary distributions for discrete-state models. European J Oper Res, 2013, 230:1–14
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Diaconis, P., Miclo, L. Estimates on the amplitude of the first Dirichlet eigenvector in discrete frameworks. Sci. China Math. 59, 205–226 (2016). https://doi.org/10.1007/s11425-015-5085-2
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DOI: https://doi.org/10.1007/s11425-015-5085-2
Keywords
- finite absorbing Markov process
- first Dirichlet eigenvector
- path method
- spectral estimates
- denumerable absorbing birth and death process
- entrance boundary