Research Article

Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring

Volume: 35 Number: 1 March 1, 2022
EN

Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring

Abstract

In this paper, we insert and study a novel five-parameter extended Weibull distribution denominated as the Marshall–Olkin alpha power extended Weibull (MOAPEW) distribution. This distribution's statistical properties are discussed. Maximum likelihood estimations (MLE), maximum product spacing (MPS), and Bayesian estimation for the MOAPEW distribution parameters are obtained using Type I and Type II censored samples. A numerical analysis using Monte-Carlo simulation and real data sets are realized to compare various estimation methods. The supremacy of this novel model upon some famous distributions is explicated using different real datasets as it appears the MOAPEW model achieves a good fit for these applications.

Keywords

References

  1. [1] Marshall, A. W., & Olkin, I., “A new method for adding a parameter to a family of distributions with application to the exponential and Weibull families”, Biometrika, 84(3): 641-652, (1997). ‏
  2. [2] Ghitany, M. E., Al-Hussaini, E. K., & Al-Jarallah, R. A., “Marshall–Olkin extended Weibull distribution and its application to censored data”, Journal of Applied Statistics, 32(10): 1025-1034, (2005).
  3. [3] Ghitany, M. E., Al-Awadhi, F. A., & Alkhalfan, L. A., “Marshall–Olkin extended Lomax distribution and its application to censored data”, Communications in Statistics-Theory and Methods, 36(10): 1855-1866, (2007).
  4. [4] Alice, T., & Jose, K. K., “Marshall-Olkin logistic processes”, STARS Int Journal, 6(1): 1-11, (2005).
  5. [5] Okasha, H. M., & Kayid, M., “A new family of Marshall–Olkin extended generalized linear exponential distribution”, Journal of Computational and Applied Mathematics, 296: 576-592, (2016). ‏
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  7. Ahmad, H. H., & Almetwally, E., “Marshall-Olkin Generalized Pareto Distribution: Bayesian and Non-Bayesian Estimation”, Pakistan Journal of Statistics and Operation Research, 16(1): 21-33, (2020).‏
  8. [7] Mahdavi, A., & Kundu, D., “A new method for generating distributions with an application to exponential distribution”, Communications in Statistics-Theory and Methods, 46(13): 6543-6557, (2017).

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

March 1, 2022

Submission Date

May 23, 2020

Acceptance Date

February 24, 2021

Published in Issue

Year 2022 Volume: 35 Number: 1

APA
Almetwally, E. M. (2022). Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring. Gazi University Journal of Science, 35(1), 293-312. https://doi.org/10.35378/gujs.741755
AMA
1.Almetwally EM. Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring. Gazi University Journal of Science. 2022;35(1):293-312. doi:10.35378/gujs.741755
Chicago
Almetwally, Ehab M. 2022. “Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation Based on Type I and Type II Censoring”. Gazi University Journal of Science 35 (1): 293-312. https://doi.org/10.35378/gujs.741755.
EndNote
Almetwally EM (March 1, 2022) Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring. Gazi University Journal of Science 35 1 293–312.
IEEE
[1]E. M. Almetwally, “Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring”, Gazi University Journal of Science, vol. 35, no. 1, pp. 293–312, Mar. 2022, doi: 10.35378/gujs.741755.
ISNAD
Almetwally, Ehab M. “Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation Based on Type I and Type II Censoring”. Gazi University Journal of Science 35/1 (March 1, 2022): 293-312. https://doi.org/10.35378/gujs.741755.
JAMA
1.Almetwally EM. Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring. Gazi University Journal of Science. 2022;35:293–312.
MLA
Almetwally, Ehab M. “Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation Based on Type I and Type II Censoring”. Gazi University Journal of Science, vol. 35, no. 1, Mar. 2022, pp. 293-12, doi:10.35378/gujs.741755.
Vancouver
1.Ehab M. Almetwally. Marshall Olkin Alpha Power Extended Weibull Distribution: Different Methods of Estimation based on Type I and Type II Censoring. Gazi University Journal of Science. 2022 Mar. 1;35(1):293-312. doi:10.35378/gujs.741755

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