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On the generalized extended exponential-Weibull distribution: properties and different methods of estimation.

Authors :
Shakhatreh, Mohammed K.
Lemonte, Artur J.
Cordeiro, Gauss M.
Source :
International Journal of Computer Mathematics; May2020, Vol. 97 Issue 5, p1029-1057, 29p
Publication Year :
2020

Abstract

We consider the generalized extended exponential-Weibull distribution, which can be very useful for modelling non-monotonic failure rate function, and provide a detailed study of its structural properties. This model includes at least thirteen sub-models and some of them are very known such as the Weibull, generalized Weibull, exponential-Weibull, and exponentiated generalized linear exponential distributions. We also consider different estimation procedures for estimating the model parameters, namely: maximum likelihood, least-square, weighted least-square, maximum product of spacings, Cramér-von-Mises, and Anderson-Darling methods. We also conduct Monte Carlo simulation experiments to assess the finite sample properties of the proposed estimation methods. The usefulness of the distribution is illustrated by means of two real data sets to prove its versatility in practical applications. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00207160
Volume :
97
Issue :
5
Database :
Complementary Index
Journal :
International Journal of Computer Mathematics
Publication Type :
Academic Journal
Accession number :
142554698
Full Text :
https://doi.org/10.1080/00207160.2019.1605062