Chernoff and Berry–Esséen inequalities for Markov processes
ESAIM: Probability and Statistics (2010)
- Volume: 5, page 183-201
- ISSN: 1292-8100
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topLezaud, Pascal. "Chernoff and Berry–Esséen inequalities for Markov processes." ESAIM: Probability and Statistics 5 (2010): 183-201. <http://eudml.org/doc/197777>.
@article{Lezaud2010,
abstract = {
In this paper, we develop bounds on the distribution function of the empirical
mean for general ergodic Markov processes having a spectral gap. Our approach is
based on the perturbation theory for linear operators, following the technique
introduced by Gillman.
},
author = {Lezaud, Pascal},
journal = {ESAIM: Probability and Statistics},
keywords = {Markov process; Chernoff bound; Berry–Esséen; eigenvalues; perturbation theory.; Berry-Esséen; perturbation theory},
language = {eng},
month = {3},
pages = {183-201},
publisher = {EDP Sciences},
title = {Chernoff and Berry–Esséen inequalities for Markov processes},
url = {http://eudml.org/doc/197777},
volume = {5},
year = {2010},
}
TY - JOUR
AU - Lezaud, Pascal
TI - Chernoff and Berry–Esséen inequalities for Markov processes
JO - ESAIM: Probability and Statistics
DA - 2010/3//
PB - EDP Sciences
VL - 5
SP - 183
EP - 201
AB -
In this paper, we develop bounds on the distribution function of the empirical
mean for general ergodic Markov processes having a spectral gap. Our approach is
based on the perturbation theory for linear operators, following the technique
introduced by Gillman.
LA - eng
KW - Markov process; Chernoff bound; Berry–Esséen; eigenvalues; perturbation theory.; Berry-Esséen; perturbation theory
UR - http://eudml.org/doc/197777
ER -
References
top- D. Aldous and J. Fill, Reversible Markov Chains and Random Walks on Graphs. Monograph in preparation. Available from the Aldous's home page at URIhttp://www.stat.berkeley.edu/users/aldous/book.html
- B. Bercu and A. Rouault, Sharp large deviations for the Ornstein-Uhlenbeck process (to appear).
- E. Bolthausen, The Berry-Esseen Theorem for Functionals of Discrete Markov Chains. Z. Wahrscheinlichkeitstheorie Verw.54 (1980) 59-73.
- W. Bryc and A. Dembo, Large deviations for quadratic functionals of gaussian processes. J. Theoret. Probab.10 (1997) 307-332.
- M.F. Cheng and F.Y. Wang, Estimation of spectral gap for elliptic operators. Trans. AMS349 (1997) 1239-1267.
- K.L. Chung. Markov chains with stationnary transition probabilities. Springer-Verlag (1960).
- J.D. Deuschel and D.W. Stroock, Large Deviations. Academic Press, Boston (1989).
- P. Diaconis, S. Holmes and R.M. Neal, Analysis of a non-reversible markov chain sampler, Technical Report. Cornell University, BU-1385-M, Biometrics Unit (1997).
- I.H. Dinwoodie, A probability inequality for the occupation measure of a reversible Markov chain. Ann. Appl. Probab5 (1995) 37-43.
- I.H. Dinwoodie, Expectations for nonreversible Markov chains. J. Math. Ann. App.220 (1998) 585-596.
- I.H. Dinwoodie and P Ney, Occupation measures for Markov chains. J. Theoret. Probab.8 (1995) 679-691.
- W. Feller, An Introduction to Probability Theory and Its Applications, Vol. 2. Wiley & Sons, 2nd Edition (1971).
- S. Gallot and D. Hulin and J. Lafontaine, Riemannian Geometry. Springer-Verlag (1990).
- D. Gillman, Hidden Markov Chains: Rates of Convergence and the Complexity of Inference, Ph.D. Thesis. Massachusetts Institute of Technology (1993).
- L. Gross, Logarithmic Sobolev Inequalities and Contractivity Properties of Semigroups, in Dirichlet forms, Varenna (Italy). Springer-Verlag, Lecture Notes in Math. 1563 (1992) 54-88.
- J.L. Jensen, Saddlepoint Approximations. Oxford Statist. Sci. Ser. 16.
- T. Kato, Perturbation theory for linear operators. Springer (1966).
- D. Landers and L. Rogge, On the rate of convergence in the central limit theorem for Markov chains. Z. Wahrscheinlichkeitstheorie Verw.35 (1976) 169-183.
- G.F. Lawler and A.D. Sokal, Bounds on the L2 spectrum for Markov chains and Markov processes: A generalization of Cheeger's inequality. Trans. Amer. Math. Soc.309 (1988) 557-580.
- P. Lezaud, Chernoff-type Bound for Finite Markov Chains. Ann. Appl. Probab8 (1998) 849-867.
- B. Mann, Berry-Esseen Central Limit Theorem for Markov chains, Ph.D. Thesis. Harvard University (1996).
- K. Marton, A measure concentration inequality for contracting Markov chains. Geom. Funct. Anal.6 (1996) 556-571.
- S.V. Nagaev, Some limit theorems for stationary Markov chains. Theory Probab. Appl.2 (1957) 378-406.
- P.M. Samson, Concentration of measure inequalities for Markov chains and Φ-mixing processes, Ann. Probab. 28 (2000) 416-461.
- H.F. Trotter, On the product of semi-groups of operators. Proc. Amer. Math. Soc.10 (1959) 545-551.
- F.Y. Wang, Existence of spectral gap for elliptic operators. Math. Sci. Res. Inst. (1998).
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