Research Article

A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial

Volume: 51 Number: 2 April 1, 2022
EN

A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial

Abstract

In this paper, we are proposing a flexible method for constructing a bivariate generalized Farlie-Gumbel-Morgenstern (G-FGM) copula family. The method is mainly developed around the function $\phi(t)$ ($t\in [0,1]$), where $\phi$ is the generator of the G-FGM copula. The proposed construction method has useful advantages. The first of which is the direct relationship between the $\phi$ function and Kendall's tau. The second advantage is the possibility of constructing a multi-parameter G-FGM copula which allows us to better harmonize empirical instruction with the model. The construction method is illustrated by three real data examples.

Keywords

References

  1. [1] C. Amblard and S. Girard, Symmetry and dependence properties within a semiparametric family of bivariate copulas, J. Nonparametr. Stat. 14 (6), 715-727, 2002.
  2. [2] I. Bairamov and K. Bairamov, From the Huang-Kotz FGM distribution to Bakers bivariate distribution, J. Multivariate Anal. 113, 106-115, 2013.
  3. [3] J. Carnicero, M. Wiper and M. Ausin, Density estimation of circular data with Bernstein polynomials, Hacet. J. Math. Stat. 47 (2), 273-286, 2018.
  4. [4] R. Cerqueti, and L. Claudio, Non-exchangeable copulas and multivariate total positivity, Inform. Sci. 360, 163-169, 2016.
  5. [5] M. Duncan, Applied Geometry for Computer Graphics and CAD, Springer Verlag, 2005.
  6. [6] F. Durante, E.P. Klement, C. Sempi and M. Ubeda-Flores, Measures of non- exchangeability for bivariate random vectors, Statist. Papers, 51 (3), 687-699, 2010.
  7. [7] T. Emura, S. Matsui and V. Rondeau, Survival Analysis with Correlated Endpoints, Joint Frailty-Copula Models, JSS Research Series in Statistics, Springer, 2019.
  8. [8] W. Feller, An Introduction to Probability Theory and its Applications, Wiley, 1965.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

April 1, 2022

Submission Date

September 10, 2021

Acceptance Date

February 13, 2022

Published in Issue

Year 2022 Volume: 51 Number: 2

APA
Susam, S. O. (2022). A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial. Hacettepe Journal of Mathematics and Statistics, 51(2), 618-631. https://doi.org/10.15672/hujms.993698
AMA
1.Susam SO. A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial. Hacettepe Journal of Mathematics and Statistics. 2022;51(2):618-631. doi:10.15672/hujms.993698
Chicago
Susam, Selim Orhun. 2022. “A Multi-Parameter Generalized Farlie-Gumbel-Morgenstern Bivariate Copula Family via Bernstein Polynomial”. Hacettepe Journal of Mathematics and Statistics 51 (2): 618-31. https://doi.org/10.15672/hujms.993698.
EndNote
Susam SO (April 1, 2022) A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial. Hacettepe Journal of Mathematics and Statistics 51 2 618–631.
IEEE
[1]S. O. Susam, “A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial”, Hacettepe Journal of Mathematics and Statistics, vol. 51, no. 2, pp. 618–631, Apr. 2022, doi: 10.15672/hujms.993698.
ISNAD
Susam, Selim Orhun. “A Multi-Parameter Generalized Farlie-Gumbel-Morgenstern Bivariate Copula Family via Bernstein Polynomial”. Hacettepe Journal of Mathematics and Statistics 51/2 (April 1, 2022): 618-631. https://doi.org/10.15672/hujms.993698.
JAMA
1.Susam SO. A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial. Hacettepe Journal of Mathematics and Statistics. 2022;51:618–631.
MLA
Susam, Selim Orhun. “A Multi-Parameter Generalized Farlie-Gumbel-Morgenstern Bivariate Copula Family via Bernstein Polynomial”. Hacettepe Journal of Mathematics and Statistics, vol. 51, no. 2, Apr. 2022, pp. 618-31, doi:10.15672/hujms.993698.
Vancouver
1.Selim Orhun Susam. A multi-parameter Generalized Farlie-Gumbel-Morgenstern bivariate copula family via Bernstein polynomial. Hacettepe Journal of Mathematics and Statistics. 2022 Apr. 1;51(2):618-31. doi:10.15672/hujms.993698

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