Skip to main content
Log in

Bayesian Inference and UMVU estimation in the single server \(M|M|1|\infty\) queue

  • Research Article
  • Published:
Journal of the Indian Society for Probability and Statistics Aims and scope Submit manuscript

Abstract

In this paper, by considering an \(M|M|1|\infty\) queueing model, Bayes estimators of traffic intensity and system performance measures are discussed under (i) squared error loss function (SELF) (ii) entropy loss function (ELF) and (iii) LINEX loss function with Beta prior. Further, minimum posterior risk and minimum Bayes risk associated with Bayes estimators of traffic intensity and system performance measures are obtained under SELF. The performance of the Bayes estimators of traffic intensity and system performance measures of the queueing model are compared with the Uniformly Minimum Variance Unbiased Estimators (UMVUEs) through simulation.

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.

Fig. 1

Similar content being viewed by others

References

  • Armero C (1985) Bayesian analysis of \(M|M|1|\infty |FIFO\) queues, In bayesian statistics 2, eds, J M Bernardo, M H DeGroot, D V Lindley and A F M Smith, Amsterdam North-Holland, pp 613 - 617

  • Armero C (1994) Bayesian inference in Markovian queues. Queueing Sys 15:419–426

    Article  MathSciNet  Google Scholar 

  • Armero C, Bayarri MJ (1994) Bayesian prediction in \(M|M|1\) queues. Queueing Sys 15:401–417

    Article  MathSciNet  Google Scholar 

  • Basawa IV, Prakash Rao BLS (1980) Statistical inference for stochastic processes. Academic press, New York

    MATH  Google Scholar 

  • Choudhury Amit, Borthakur AC (2008) Bayesian inference and prediction in the single server Markovian queue. Metrika 67: 371–383

    Article  MathSciNet  Google Scholar 

  • Chowdhury Shovan, Mukherjee SP (2011) Estimation of waiting time distribution in an \({M|M|1}\) queue. OPSEARCH 48(4):306–317

    Article  MathSciNet  Google Scholar 

  • Chowdhury Shovan, Mukherjee SP (2013) Estimation of traffic intensity based on queue length in a single \({M|M|1}\) queue. Commun Stat Theo Method 42(13):2376–2390

    Article  MathSciNet  Google Scholar 

  • Chowdhury Shovan, Mukherjee SP (2016) Bayes estimation in \({M|M|1}\) queue with bivariate prior. J Stat Manag Sys 19(5):681–699

    Google Scholar 

  • Clarke AB (1957) Maximum likelihood estimates in a simple queue. Ann Mathemat Stat 28(4):1036–1040

    Article  MathSciNet  Google Scholar 

  • Cox DR (1965) Some problems of statistical analysis connected with congestion, Proceedings of the symposium on congestion theory, eds, Smith WL and Williamson WE , University of North Carolina Press, Chapel Hill, North Carolina

  • De Santis Fulvio (2007) Using historical data for Bayesian sample size determination, J Royal Stat Soc Ser A (Stat Soc) 170(1):95–113

    Article  MathSciNet  Google Scholar 

  • Gross D, Harris P (1998) Fundamentals of queueing theory, 3rd edn. Wiley, New York

    MATH  Google Scholar 

  • Lillifors HW (1966) Some confidence intervals for queues. Op Res 14:723–727

    Article  Google Scholar 

  • Martin Jörg, Elster Clemens (2021) The variation of the posterior variance and Bayesian sample size determination. Stat Method Appl 30:1115–1135

    MathSciNet  MATH  Google Scholar 

  • Mukherjee SP, Chowdhury Shovan (2005) Maximum likelihood and Bayes estimation in \({M|M|1}\) queue. Stochas Model Appl 8(2):47–55

    Google Scholar 

  • Mukherjee SP, Chowdhury Shovan (2010) Bayes estimation of measures of effectiveness in an \({M|M|1}\) queueing model. Calcutta Statist Assoc Bull 62(245–246):97–108

    Article  MathSciNet  Google Scholar 

  • Sharma KK, Kumar V (1999) Inference on \({M|M|1|\infty |FIFO}\) queue systems. OPSEARCH 36(1):26–34

    Article  MathSciNet  Google Scholar 

  • Srinivas V, Subba Rao S, Kale BK (2011) Estimation of measures in \({M|M|1}\) queue. Commun Stat Theo Method 40(18):3327–3336

    Article  MathSciNet  Google Scholar 

  • Yadavalli VSS, Adendroff K, Erasmus G, Chandrasekhar P, Deepa SP (2004) Confidence limits for expected waiting time of two queueing models. OrioN (South Africa) 20(1):1–6

    Google Scholar 

Download references

Acknowledgements

The authors thank the referees for their useful comments and suggestions, which have helped in improving the presentation of the paper.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to V. S. Vaidyanathan.

Ethics declarations

Conflict of interest

The authors declare that they have no conflict of interest.

Ethical standard

This article does not contain any studies with human participants or animals performed by any of the authors.

Informed consent

In this article, no patient care was involved.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Vaidyanathan, V.S., Bansal, N.K. & Chandrasekhar, P. Bayesian Inference and UMVU estimation in the single server \(M|M|1|\infty\) queue. J Indian Soc Probab Stat 23, 211–226 (2022). https://doi.org/10.1007/s41096-022-00121-w

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s41096-022-00121-w

Keywords

Mathematics Subject Classification

Navigation