RESEARCH ARTICLE

Deviation matrix and asymptotic variance for GI/M/1-type Markov chains

  • Yuanyuan LIU ,
  • Pengfei WANG ,
  • Yanmin XIE
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  • School of Mathematics, New Campus, Central South University, Changsha 410083, China

Received date: 28 Mar 2014

Accepted date: 22 May 2014

Published date: 20 Aug 2014

Copyright

2014 Higher Education Press and Springer-Verlag Berlin Heidelberg

Abstract

We investigate deviation matrix for discrete-time GI/M/1-type Markov chains in terms of the matrix-analytic method, and revisit the link between deviation matrix and the asymptotic variance. Parallel results are obtained for continuous-time GI/M/1-type Markov chains based on the technique of uniformization. We conclude with A. B. Clarke’s tandem queue as an illustrative example, and compute the asymptotic variance for the queue length for this model.

Cite this article

Yuanyuan LIU , Pengfei WANG , Yanmin XIE . Deviation matrix and asymptotic variance for GI/M/1-type Markov chains[J]. Frontiers of Mathematics in China, 2014 , 9(4) : 863 -880 . DOI: 10.1007/s11464-014-0401-7

1
Asmussen S, Bladt M. Poisson’s equation for queues driven by a Markovian marked point process. Queueing Syst, 1994, 17: 235−274

DOI

2
Bini D A, Latouche G, Meini B. Numerical Methods for Structured Markov Chains. Oxford: Oxford University Press, 2005

DOI

3
Coolen-Schrijner P, Van Doorn E A. The deviation matrix of a continuous-time Markov chain. Probab Engrg Inform Sci, 2002, 16: 351−366

DOI

4
Dendievel S, Latouche G, Liu Y. Poisson’s equation for discrete-time quasi-birth-anddeath processes. Performance Evaluation, 2013, 70: 564−577

DOI

5
Glynn P W. Poisson’s equation for the recurrent M/G/1 queue. Adv Appl Probab, 1994, 26(4): 1044−1062

DOI

6
Glynn P W, Meyn S P. A Liapounov bound for solutions of the Poisson equation. Ann Probab, 1996, 24(2): 916−931

DOI

7
Grassmann W K. The asymptotic variance of a time average in a birth-death process. Ann Oper Res, 1987, 8: 165−174

DOI

8
Jiang S, Liu Y, Yao S. Poisson’s equation for discrete-time single-birth processes. Statist Probab Lett, 2014, 85: 78−83

DOI

9
Latouche G, Ramaswami V. A logarithmic reduction algorithm for quasi-birth-anddeath processes. J Appl Probab, 1993, 30(3): 650−674

DOI

10
Latouche G, Ramaswami V. Introduction to Matrix Analytic Methods in Stochastic Modeling. ASA-SIAM Series on Statistics and Applied Probability. Philadelphia: SIAM, 1999

DOI

11
Liu Y. Additive functionals for discrete-time Markov chains with applications to birthdeath processes. J Appl Probab, 2011, 48(4): 925−937

DOI

12
Liu Y, Hou Z. Several types of ergodicity for M/G/1-type Markov chains and Markov processes. J Appl Probab, 2006, 43(1): 141−158

DOI

13
Liu Y, Zhang Y H. Central limit theorems for Markov processes with applications to single birth processes. Preprint, 2013

14
Mao Y, Tai Y, Zhao Y Q, Zou J. Ergodicity for the GI/G/1-type Markov chain. http://arxiv.org/abs/1208.5225, 2012

15
Meyer C D. The role of the group generalized inverse in the theory of finite Markov chains. SIAM Rev, 1975, 17(3): 443−464

DOI

16
Meyn S P, Tweedie R L. Markov Chains and Stochastic Stability. 2nd ed. New York: Cambridge University Press, 2009

DOI

17
Neuts M F. Moment formulas for the Markov renewal branching process. Adv Appl Probab, 1976, 8(4): 690−711

DOI

18
Neuts M F. Matrix-Geometric Solutions in Stochastic Models: An Algorithmic Approach. Baltimore: The Johns Hopkins University Press, 1981

19
Neuts M F. Structured Stochastic Matrices of M/G/1 Type and Their Applications. New York: Marcel Dekker, 1989

20
Pérez J F, Telek M, Houdt B V. A fast Newton’s iteration for M/G/1-type and GI/M/1-type Markov chains. Stoch Models, 2012, 28: 557−583

DOI

21
Whitt W. Asymptotic formulas for Markov processes with applications to simulation. Oper Res, 1992, 40: 279−291

DOI

22
Zhao Y Q. Censoring technique in studying block-structured Markov chains. In: Latouche G, Taylor P G, eds. Advances in Algorithmic Methods for Stochastic Models: Proceedings of the 3rd International Conference on Matrix Analytic Methods. NJ: Notable Publications, 2000, 417−433

23
Zhao Y Q, Li W, Braun W J. Censoring, factorizations, and spectral analysis for transition matrices with block-repeating entries. Methodol Comput Appl Probab, 2003, 5: 35−58

DOI

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