Skip to main content
Log in

Distribution and double generating function of number of patterns in a sequence of Markov dependent multistate trials

  • Published:
Annals of the Institute of Statistical Mathematics Aims and scope Submit manuscript

Abstract

In this manuscript, the dual relationship between the probability of number of runs and patterns and the probability of waiting time of runs and patterns in a sequence of multistate trials has been studied via double generating functions and recursive equations. The results, which are established under different assumptions on patterns, underlying sequences and counting schemes, are extensions of Koutras’s results (1997, Advances in Combinatorial Methods and Applications to Probability and Statistics, Boston: Birkhäuser). As byproducts, the exact distributions of the longest-run statistics are also derived. Numerical examples are provided for illustrating the theoretical results.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  • Aki S. (1992) Waiting time problems for a sequence of discrete random variables. Annals of the Institute of Statistical Mathematics 44: 363–378

    Article  MathSciNet  MATH  Google Scholar 

  • Aki S., Hirano K. (1999) Sooner and later waiting time problems for runs in Markov dependent bivariate trials. Annals of the Institute of Statistical Mathematics 51: 17–29

    Article  MathSciNet  MATH  Google Scholar 

  • Chang Y.M. (2005) Distribution of waiting time until the rth occurrence of a compound pattern. Statistics & Probability Letters 75: 29–38

    Article  MathSciNet  MATH  Google Scholar 

  • Eryilmaz S. (2008) Distributions of runs in a sequence of exchangeable multi-state trials. Statistics & Probability Letters 78: 1505–1513

    Article  MathSciNet  MATH  Google Scholar 

  • Eryilmaz S. (2008) Run statistics defined on the multicolor urn model. Journal of Applied Probability 45: 1007–1023

    Article  MathSciNet  MATH  Google Scholar 

  • Feller W. (1968) An introduction to probability theory and its applications (Vol. I). Wiley, New York

    Google Scholar 

  • Fu J.C., Chang Y.M. (2002) On probability generating functions for waiting time distributions of compound patterns in a sequence of multistate trials. Journal of Applied Probability 39: 70–80

    Article  MathSciNet  MATH  Google Scholar 

  • Fu J.C., Koutras M.V. (1994) Distribution theory of runs: A Markov chain approach. Journal of the American Statistical Association 89: 1050–1058

    Article  MathSciNet  MATH  Google Scholar 

  • Fu J.C., Lou W.Y.W. (2006) Waiting time distributions of simple and compound patterns in a sequence of r-th order Markov dependent multi-state trials. Annals of the Institute of Statistical Mathematics 58: 291–310

    Article  MathSciNet  MATH  Google Scholar 

  • Hirano K., Aki S. (1993) On number of occurrences of success runs of specified length in a two-state Markov chain. Statsitica Sinica 3: 313–320

    MathSciNet  MATH  Google Scholar 

  • Hirano K., Aki S., Uchida M. (1997) Distributions of numbers of success-runs until the first consecutive k successes in higher order Markov dependent trials. In: Balakrishnan N. (eds) Advances in combinatorial methods and applications to probability and statistics. Birkhäuser, Boston, pp 401–410

    Chapter  Google Scholar 

  • Koutras M.V. (1997) Waiting times and number of appearances of events in a sequence of discrete random variables. In: Balakrishnan N. (eds) Advances in combinatorial methods and applications to probability and statistics. Birkhäuser, Boston, pp 363–384

    Chapter  Google Scholar 

  • Shinde R.L., Kotwal K.S. (2006) On the joint distribution of runs in the sequence of Markov-dependent multi-state trials. Statistics & Probability Letters 76: 1065–1074

    Article  MathSciNet  MATH  Google Scholar 

  • Stanley R.P. (1997) Enumerative combinatorics (Vol. I). Cambridge University Press, Cambridge

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Yung-Ming Chang.

About this article

Cite this article

Chang, YM., Fu, J.C. & Lin, HY. Distribution and double generating function of number of patterns in a sequence of Markov dependent multistate trials. Ann Inst Stat Math 64, 55–68 (2012). https://doi.org/10.1007/s10463-010-0300-y

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10463-010-0300-y

Keywords

Navigation