Research Article

Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula

Volume: 53 Number: 6 December 28, 2024
EN

Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula

Abstract

In this article, we present a novel Archimedean copula constructed from a unique strict generator function. It can be described as a two-parameter unification of the well-established Gumbel-Barnett and Joe copulas. The first part is devoted to its formulation, as well as those of the corresponding density, the conditional copula, and the Kendall distribution function. Graphs are also included to illustrate their shape behavior under different parameter configurations. In a second part, we examine some of its notable properties, with emphasis on the correlation properties. Practical applications are discussed in the final part. In particular, we use the maximum likelihood estimation method to determine the unknown parameters involved from the data and perform a simulation study to demonstrate the effectiveness of this approach. We also analyze a dataset to provide practical illustrations of copula behavior and potential.

Keywords

Supporting Institution

King Saud University

Project Number

RSPD2024R1011

Thanks

This research was funded by Researchers Supporting Project number (RSPD2024R1011), King Saud University, Riyadh, Saudi Arabia.

References

  1. [1] W. Alhadlaq and A. Alzaid, Distribution function, probability generating function and archimedean generator, Symmetry 12 (12), 2108, 2020.
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  3. [3] C. Amblard and S. Girard, A new extension of bivariate FGM copulas, Metrika 70 (1), 1–17, 2009.
  4. [4] K. P. Burnham and D. R. Anderson, Multimodel inference: understanding AIC and BIC in model selection, Sociol. Methods Res. 33 (2), 261–304, 2004.
  5. [5] C. Chesneau, On a weighted version of the Gumbel-Barnett copula, Innovative Journal of Mathematics (IJM) 1 (2), 1–13, 2022.
  6. [6] C. Chesneau, Extensions of Two Bivariate Strict Archimedean Copulas, Computational Journal of Mathematical and Statistical Sciences 2 (2), 159–180, 2023.
  7. [7] C. Chesneau, Parametric extensions of some referenced two-dimensional strict Archimedean copulas, Research and Communications in Mathematics and Mathematical Sciences 15 (1), 49–87, 2023.
  8. [8] E. A. Coelho-Barros, J. A. Achcar, J. Mazucheli, et al., Bivariate Weibull distributions derived from copula functions in the presence of cure fraction and censored data, J. Data Sci. 14 (2), 2016.

Details

Primary Language

English

Subjects

Stochastic Analysis and Modelling

Journal Section

Research Article

Early Pub Date

November 13, 2024

Publication Date

December 28, 2024

Submission Date

February 28, 2024

Acceptance Date

September 25, 2024

Published in Issue

Year 2024 Volume: 53 Number: 6

APA
Chesneau, C., & Alhadlaq, W. (2024). Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula. Hacettepe Journal of Mathematics and Statistics, 53(6), 1742-1758. https://doi.org/10.15672/hujms.1444175
AMA
1.Chesneau C, Alhadlaq W. Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula. Hacettepe Journal of Mathematics and Statistics. 2024;53(6):1742-1758. doi:10.15672/hujms.1444175
Chicago
Chesneau, Christophe, and Weaam Alhadlaq. 2024. “Exploring a New Two-Parameter Archimedean Copula: The Gumbel-Joe Copula”. Hacettepe Journal of Mathematics and Statistics 53 (6): 1742-58. https://doi.org/10.15672/hujms.1444175.
EndNote
Chesneau C, Alhadlaq W (December 1, 2024) Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula. Hacettepe Journal of Mathematics and Statistics 53 6 1742–1758.
IEEE
[1]C. Chesneau and W. Alhadlaq, “Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula”, Hacettepe Journal of Mathematics and Statistics, vol. 53, no. 6, pp. 1742–1758, Dec. 2024, doi: 10.15672/hujms.1444175.
ISNAD
Chesneau, Christophe - Alhadlaq, Weaam. “Exploring a New Two-Parameter Archimedean Copula: The Gumbel-Joe Copula”. Hacettepe Journal of Mathematics and Statistics 53/6 (December 1, 2024): 1742-1758. https://doi.org/10.15672/hujms.1444175.
JAMA
1.Chesneau C, Alhadlaq W. Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula. Hacettepe Journal of Mathematics and Statistics. 2024;53:1742–1758.
MLA
Chesneau, Christophe, and Weaam Alhadlaq. “Exploring a New Two-Parameter Archimedean Copula: The Gumbel-Joe Copula”. Hacettepe Journal of Mathematics and Statistics, vol. 53, no. 6, Dec. 2024, pp. 1742-58, doi:10.15672/hujms.1444175.
Vancouver
1.Christophe Chesneau, Weaam Alhadlaq. Exploring a new two-parameter Archimedean copula: the Gumbel-Joe copula. Hacettepe Journal of Mathematics and Statistics. 2024 Dec. 1;53(6):1742-58. doi:10.15672/hujms.1444175

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