Research Article

The Cos-Poisson model with a novel count regression analysis

Volume: 50 Number: 2 April 11, 2021
EN

The Cos-Poisson model with a novel count regression analysis

Abstract

In this paper, we propose a new generalization of the Poisson distribution by using the concept of the weighted distribution; a trigonometric weight with the cosine function is used. We derive some distributional properties of the new distribution, such as the cumulative distribution function, moment generating function, factorial moments, and index of dispersion. Then, the related model is considered for modeling purposes, with estimation of the model parameters performed via several methods. Zero-inflated count regression analysis is introduced by using the new distribution. Finally, we provide two applications of the obtained results on practical data sets.

Keywords

References

  1. [1] Y. Akdoğan, C. Kuş, A. Asgharzadeh, İ. Kınacı and F. Sharafi, Uniform-geometric distribution, J. Stat. Comput. Simul. 86 (9), 1754-1774, 2016.
  2. [2] A. Atkinson, Two graphical displays for outlying and influential observations in regression, Biometrika 68 (1), 13-20, 1981.
  3. [3] H.S. Bakouch, A weighted negative binomial Lindley distribution with applications to dispersed data, An. Acad. Brasil. Ciênc. 90 (3), 2617-2642, 2018.
  4. [4] D. Bhati and S. Joshi, Weighted geometric distribution with a new characterization of geometric distribution, Comm. Statist. Theory Methods 47 (6), 1510-1527, 2018.
  5. [5] A.C. Cameron, P.K. Trivedi, F. Milne and J. Piggott, A microeconomic model of the demand for health care and health insurance in Australia, Rev. Econ. Stud. 55 (1), 85-106, 1988.
  6. [6] J.D. Castillo and M.P. Casany, Weighted Poisson Distributions and under dispersion Situations, Ann. Inst. Statist. Math. 5, 567-585, 1998.
  7. [7] C. Chesneau, H.S. Bakouch, T. Hussain and B.A. Para, The cosine geometric distribution with count data modeling, J. Appl. Stat. 48 (1), 124-137, 2021.
  8. [8] D.A.S. Fraser, Probability and Statistics: Theory and Applications, North Scituate MA, Duxbury Press, 1976.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

April 11, 2021

Submission Date

May 21, 2020

Acceptance Date

November 27, 2020

Published in Issue

Year 2021 Volume: 50 Number: 2

APA
Bakouch, H., Chesneau, C., Karakaya, K., & Kuş, C. (2021). The Cos-Poisson model with a novel count regression analysis. Hacettepe Journal of Mathematics and Statistics, 50(2), 559-578. https://doi.org/10.15672/hujms.740872
AMA
1.Bakouch H, Chesneau C, Karakaya K, Kuş C. The Cos-Poisson model with a novel count regression analysis. Hacettepe Journal of Mathematics and Statistics. 2021;50(2):559-578. doi:10.15672/hujms.740872
Chicago
Bakouch, Hassan, Christophe Chesneau, Kadir Karakaya, and Coşkun Kuş. 2021. “The Cos-Poisson Model With a Novel Count Regression Analysis”. Hacettepe Journal of Mathematics and Statistics 50 (2): 559-78. https://doi.org/10.15672/hujms.740872.
EndNote
Bakouch H, Chesneau C, Karakaya K, Kuş C (April 1, 2021) The Cos-Poisson model with a novel count regression analysis. Hacettepe Journal of Mathematics and Statistics 50 2 559–578.
IEEE
[1]H. Bakouch, C. Chesneau, K. Karakaya, and C. Kuş, “The Cos-Poisson model with a novel count regression analysis”, Hacettepe Journal of Mathematics and Statistics, vol. 50, no. 2, pp. 559–578, Apr. 2021, doi: 10.15672/hujms.740872.
ISNAD
Bakouch, Hassan - Chesneau, Christophe - Karakaya, Kadir - Kuş, Coşkun. “The Cos-Poisson Model With a Novel Count Regression Analysis”. Hacettepe Journal of Mathematics and Statistics 50/2 (April 1, 2021): 559-578. https://doi.org/10.15672/hujms.740872.
JAMA
1.Bakouch H, Chesneau C, Karakaya K, Kuş C. The Cos-Poisson model with a novel count regression analysis. Hacettepe Journal of Mathematics and Statistics. 2021;50:559–578.
MLA
Bakouch, Hassan, et al. “The Cos-Poisson Model With a Novel Count Regression Analysis”. Hacettepe Journal of Mathematics and Statistics, vol. 50, no. 2, Apr. 2021, pp. 559-78, doi:10.15672/hujms.740872.
Vancouver
1.Hassan Bakouch, Christophe Chesneau, Kadir Karakaya, Coşkun Kuş. The Cos-Poisson model with a novel count regression analysis. Hacettepe Journal of Mathematics and Statistics. 2021 Apr. 1;50(2):559-78. doi:10.15672/hujms.740872

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