Skip to main content
Log in

Construction of an Alternative Bivariate Distribution with Discrete Modified Weibull as Marginals

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

Abstract

An alternative version of bivariate discrete Weibull distribution with marginal densities as discrete modified Weibull distribution is constructed. Certain important properties of the model viz. joint distribution function, joint probability mass function, marginal distributions, moment generating function and conditional distributions are derived so as to enable this model in the practical application of reliability analysis such as risk modelling and shock modelling. The parameters of the model are estimated through method of maximum likelihood estimation and compared the performance of our model with other existing bivariate models. The usefulness of the model is illustrated through some real life data sets. A simulation study is carried out using Monte Carlo simulation and computed the bias of various estimators of our model.

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
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

References

  • Babu MG, Jayakumar K (2018) A new bivariate distribution with modified weibull distribution as marginals. J Indian Soc Probab Stat 19(2):271–297

    Article  Google Scholar 

  • Barbiero A (2022) Discrete analogues of continuous bivariate probability distributions. Ann Oper Res New York 312:23–43

    Article  MathSciNet  Google Scholar 

  • Byrd RH, Lu P, Nocedal J et al. (1995) A limited memory algorithm for bound constrained optimization. SIAM J Sci Comput 16(6):1190–1208

    Article  MathSciNet  Google Scholar 

  • Chakraborty S (2015) Generating discrete analogue of continuous probability distributions-a survey of methods and construction. J Stat Distrib Appl 2(6):1–30

    Google Scholar 

  • El-Bassiouny AH, Shahen HS, Abouhawwash M (2018) A new bivariate modified weibull distribution and its extended distributions. J Stat Appl Probab 7(2):217–231

    Article  Google Scholar 

  • El-Morshedy M, Eliwa MS, El-Gohary A et al. (2020) Bivariate exponentiated discrete weibull distribution: statistical properties, estimation, simulation and applications. Math Sci 14:29–42

    Article  MathSciNet  Google Scholar 

  • Eliwa MS, El-Morshedy M (2018) Bivariate discrete inverse weibull distribution. arXiv:1808.07748

  • Kocherlakota S, Kocherlakota K (1992) Bivariate discrete distributions. Marcel and Dekker, New York

    MATH  Google Scholar 

  • Kundu D, Nekoukhou V (2018) Univariate and bivariate geometric discrete generalized exponential distributions. J Stat Theory Pract 12:595–614

    Article  MathSciNet  Google Scholar 

  • Kundu D, Nekoukhou V (2018) On bivariate discrete weibull distribution. Commun Stat Theory Methods 48(1):3464–3481

    MathSciNet  MATH  Google Scholar 

  • Lai D, Jiang S, Wu SB et al. (2013) Modeling multivariate distributions using monte carlo simulation for structural reliability analysis with complex performance function. J Risk Reliab 227(2):109–118

    Google Scholar 

  • Lee H, Cha J (2015) On two general classes of discrete bivariate distributions. Am Stat 69:221–230

    Article  MathSciNet  Google Scholar 

  • Nekoukhou V, Kundu D (2017) Bivariate discrete generalized exponential distribution. Statistics 51:1143–1158

    Article  MathSciNet  Google Scholar 

  • Puig P (2003) Characterizing additively closed discrete models by a property of their mles, with an application to generalized hermite distributions. J Am Stat Assoc 98:687–692

    Article  Google Scholar 

  • Sarhan AM, Zaindin M (2009) Modified weibull distribution. Appl Sci 52(1):123–136

    MathSciNet  MATH  Google Scholar 

  • Shibu DS, Beegum N (2021) Bivariate discrete modified weibull (bdmw) distribution. Statistica (Bologna) 81(3):231–264

    Google Scholar 

Download references

Acknowledgements

The authors would like to express their sincere thanks to the Editor-in-Chief and the anonymous Referees for their valuable comments and suggestions. The first author extends her acknowledgements to the financial assistance from the UGC, New Delhi, in the form of Junior Research Fellowship (JRF).

Funding

This work is supported by University Grand Commission

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to N. Nimna Beegum.

Ethics declarations

Conflict of Interest

The Authors declare that there is no conflict of interest.

Additional information

Publisher's Note

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

Rights and permissions

Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Nimna Beegum, N., Shibu, D.S. Construction of an Alternative Bivariate Distribution with Discrete Modified Weibull as Marginals. J Indian Soc Probab Stat 23, 337–358 (2022). https://doi.org/10.1007/s41096-022-00138-1

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s41096-022-00138-1

Keywords

Navigation