Research Article

Comparing discrete Pareto populations under a fixed effects model

Volume: 52 Number: 2 March 31, 2023
EN

Comparing discrete Pareto populations under a fixed effects model

Abstract

The discrete Pareto distribution can be considered as a lifetime distribution and then is widely used in practice. It follows the power law tails property which makes it as a candidate model for natural phenomena. This paper deals with comparison of discrete Pareto populations by proposing a non-linear fixed effects model. Estimators for the factor effects are derived in explicit expressions. Stochastic properties of the estimators are studied in details. A test for assessing the homogeneity of populations is proposed. Illustrative examples are also given. The proposed model is an alternative model for analyzing data sets in which the linear models have poor performance.

Keywords

References

  1. [1] M. Baratnia and M. Doostparast, One-way classification with random effects: A reversed-hazard-based approach, J. Comput. Appl. Math. 349, 60–69, 2019.
  2. [2] M. Baratnia and M. Doostparast, A random effects model for comparing pareto populations, Comput Ind Eng 147, 106612, 2020.
  3. [3] A. Buddana and T.J. Kozubowski, Discrete pareto distributions, Stoch. Qual 29, 143–156, 2014.
  4. [4] G. Casella and R.L. Berger, Statistical Inference, 2nd Edition, Thomson Learning, 2002.
  5. [5] S.R. Cole, H. Chu and S. Greenland, Maximum likelihood, profile likelihood, and penalized likelihood: A primer, Am. J. Epidemiol. 179, 252–260, 2014.
  6. [6] A. Gut, Probability: A Graduate Course, 2nd Edition, Springer, 2013.
  7. [7] J. Jiang, Linear and Generalized Linear Mixed Models and Their Applications, Springer, 2007.
  8. [8] A.I. Khuri, Advanced Calculus with Applications in Statistics: 2nd Edition Revised and Expanded, Wiley, 2003.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Publication Date

March 31, 2023

Submission Date

November 4, 2020

Acceptance Date

October 6, 2022

Published in Issue

Year 2023 Volume: 52 Number: 2

APA
Baratnia, M., Rezaei Roknabady, A., & Doostparast, M. (2023). Comparing discrete Pareto populations under a fixed effects model. Hacettepe Journal of Mathematics and Statistics, 52(2), 529-545. https://doi.org/10.15672/hujms.820849
AMA
1.Baratnia M, Rezaei Roknabady A, Doostparast M. Comparing discrete Pareto populations under a fixed effects model. Hacettepe Journal of Mathematics and Statistics. 2023;52(2):529-545. doi:10.15672/hujms.820849
Chicago
Baratnia, Mohammad, Abdolhamid Rezaei Roknabady, and Mahdi Doostparast. 2023. “Comparing Discrete Pareto Populations under a Fixed Effects Model”. Hacettepe Journal of Mathematics and Statistics 52 (2): 529-45. https://doi.org/10.15672/hujms.820849.
EndNote
Baratnia M, Rezaei Roknabady A, Doostparast M (March 1, 2023) Comparing discrete Pareto populations under a fixed effects model. Hacettepe Journal of Mathematics and Statistics 52 2 529–545.
IEEE
[1]M. Baratnia, A. Rezaei Roknabady, and M. Doostparast, “Comparing discrete Pareto populations under a fixed effects model”, Hacettepe Journal of Mathematics and Statistics, vol. 52, no. 2, pp. 529–545, Mar. 2023, doi: 10.15672/hujms.820849.
ISNAD
Baratnia, Mohammad - Rezaei Roknabady, Abdolhamid - Doostparast, Mahdi. “Comparing Discrete Pareto Populations under a Fixed Effects Model”. Hacettepe Journal of Mathematics and Statistics 52/2 (March 1, 2023): 529-545. https://doi.org/10.15672/hujms.820849.
JAMA
1.Baratnia M, Rezaei Roknabady A, Doostparast M. Comparing discrete Pareto populations under a fixed effects model. Hacettepe Journal of Mathematics and Statistics. 2023;52:529–545.
MLA
Baratnia, Mohammad, et al. “Comparing Discrete Pareto Populations under a Fixed Effects Model”. Hacettepe Journal of Mathematics and Statistics, vol. 52, no. 2, Mar. 2023, pp. 529-45, doi:10.15672/hujms.820849.
Vancouver
1.Mohammad Baratnia, Abdolhamid Rezaei Roknabady, Mahdi Doostparast. Comparing discrete Pareto populations under a fixed effects model. Hacettepe Journal of Mathematics and Statistics. 2023 Mar. 1;52(2):529-45. doi:10.15672/hujms.820849