Skip to main content
Log in

A new bivariate distribution with weighted exponential marginals and its multivariate generalization

  • Regular Article
  • Published:
Statistical Papers Aims and scope Submit manuscript

Abstract

Gupta and Kundu (Statistics 43:621–643, 2009) recently introduced a new class of weighted exponential distribution. It is observed that the proposed weighted exponential distribution is very flexible and can be used quite effectively to analyze skewed data. In this paper we propose a new bivariate distribution with the weighted exponential marginals. Different properties of this new bivariate distribution have been investigated. This new family has three unknown parameters, and it is observed that the maximum likelihood estimators of the unknown parameters can be obtained by solving a one-dimensional optimization procedure. We obtain the asymptotic distribution of the maximum likelihood estimators. Small simulation experiments have been performed to see the behavior of the maximum likelihood estimators, and one data analysis has been presented for illustrative purposes. Finally we discuss the multivariate generalization of the proposed 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.

Similar content being viewed by others

References

  • Arnold BC, Beaver RJ (2000) Hidden truncation model. Sankhya Ser A 62: 23–35

    MathSciNet  MATH  Google Scholar 

  • Azzalini A (1985) A class of distributions which includes the normal ones. Scand J Stat 12: 171–185

    MathSciNet  MATH  Google Scholar 

  • Block H, Basu AP (1974) A continuous bivariate exponential extension. J Am Stat Assoc 69: 1031–1037

    Article  MathSciNet  MATH  Google Scholar 

  • D’Agostino RB, Stephens MA (eds) (1986) Goodness-of-fit techniques. Marcel and Dekker, New York

    MATH  Google Scholar 

  • Genton, MG (eds) (2004) Skew-elliptical distributions and their applications: a journey beyond normality. Chapman and Hall/CRS, New York

    MATH  Google Scholar 

  • Gupta RD, Kundu D (2009) A new class of weighted exponential distributions. Statistics 43: 621–643

    Article  MathSciNet  Google Scholar 

  • Press WH, Teukolsky SA, Vellerling WT, Flannery BP (1992) Numerical recipes in FORTRAN, the art of scientific computing, 2nd edn. Cambridge University, Cambridge

    MATH  Google Scholar 

  • Srivastava DK, Mudholkar GS (2003) Goodness-of-fit tests for univariate and multivariate normal models. Handbook of Statistics, vol 22. Elsevier, Amsterdam, pp 869–956

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to D. Kundu.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Al-Mutairi, D.K., Ghitany, M.E. & Kundu, D. A new bivariate distribution with weighted exponential marginals and its multivariate generalization. Stat Papers 52, 921–936 (2011). https://doi.org/10.1007/s00362-009-0300-2

Download citation

  • Received:

  • Revised:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00362-009-0300-2

Keywords

Navigation