Abstract
In this paper, we study the count of head runs up to a fixed time in a two-state stationary Markov chain. We prove that in total variance distance, the negative binomial, Poisson and binomial distributions are appropriate approximations according to the relation of the variance and mean of the count, generalizing earlier results in previous literatures. The proof is based on Stein’s method and coupling.
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References
Balakrishnan N, Koutras M V. Runs and Scans with Applications. New York: John Wiley, 2002
Barbour A D, Holst L, Janson S. Poisson Approximation. Oxford: Clarendon, 1992
Barbour A D, Xia A. Poisson perturbations. ESAIM Probab Statist, 1999, 3: 131–159
Brown T C, Xia A. Stein’s method and birth-death processes. Ann Probab, 2001, 29: 1373–1403
Ehm W. Binomial approximation to the Poisson binomial distribution. Statist Probab Lett, 1991, 11: 7–16
Erhardsson T. Compound Poisson approximation for Markov chains using stein’s method. Ann Probab, 1999, 27: 565–596
Erhardsson T. Compound Poisson approximation for counts of rare patterns in Markov chains and extreme sojourns in birth-death chains. Ann Appl Probab, 2000, 10: 573–591
Freedman D. Markov Chains. New York-Heidelberg-Berlin: Springer-Verlag, 1983
Geske M X, Godbole A P, Schaffner A A, et al. Compound Poisson approximations for word patterns under Markovian hypotheses. J Appl Probab, 1995, 32: 877–892
Schbath S. Compound Poisson approximation of word counts in DNA sequences. ESIAM Probab Statist, 1995, 1: 1–16
Stefanov V T, Pakes A G. Explicit distributional results in pattern formation. Ann Appl Probab, 1997, 7: 666–678
Thorisson H. Coupling, Stationarity and Regeneration. New York: Springer, 2000
Wang X, Xia A. On negative binomial approximation to k-runs. J Appl Probab, 2008, 45: 456–471
Xia A, Zhang M. On approximation of Markov binomial distributions. Bernoulli, 2009, 15: 1335–1350
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Zhang, M. Approximation for counts of head runs. Sci. China Math. 54, 311–324 (2011). https://doi.org/10.1007/s11425-010-4104-6
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DOI: https://doi.org/10.1007/s11425-010-4104-6
Keywords
- head run
- negative binomial distribution
- Poisson distribution
- binomial distribution
- Stein’s method
- total variation distance
- coupling