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.
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
Barbiero A (2022) Discrete analogues of continuous bivariate probability distributions. Ann Oper Res New York 312:23–43
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
Chakraborty S (2015) Generating discrete analogue of continuous probability distributions-a survey of methods and construction. J Stat Distrib Appl 2(6):1–30
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
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
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
Kundu D, Nekoukhou V (2018) Univariate and bivariate geometric discrete generalized exponential distributions. J Stat Theory Pract 12:595–614
Kundu D, Nekoukhou V (2018) On bivariate discrete weibull distribution. Commun Stat Theory Methods 48(1):3464–3481
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
Lee H, Cha J (2015) On two general classes of discrete bivariate distributions. Am Stat 69:221–230
Nekoukhou V, Kundu D (2017) Bivariate discrete generalized exponential distribution. Statistics 51:1143–1158
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
Sarhan AM, Zaindin M (2009) Modified weibull distribution. Appl Sci 52(1):123–136
Shibu DS, Beegum N (2021) Bivariate discrete modified weibull (bdmw) distribution. Statistica (Bologna) 81(3):231–264
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
Corresponding author
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.
About this article
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
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s41096-022-00138-1