Probability in the Engineering and Informational Sciences, ( ISI ), Volume (38), No (1), Year (2024-1) , Pages (189-206)

Title : ( A new lifetime distribution by maximizing entropy: properties and applications )

Authors: Ali Khosravi Tanak , Marziyeh Najafi , Gholam Reza Mohtashami Borzadaran ,

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Abstract

The principle of maximum entropy is a well-known approach to produce a model for data-generating distributions. In this approach, if partial knowledge about the distribution is available in terms of a set of information constraints, then the model that maximizes entropy under these constraints is used for the inference. In this paper, we propose a new three-parameter lifetime distribution using the maximum entropy principle under the constraints on the mean and a general index. We then present some statistical properties of the new distribution, including hazard rate function, quantile function, moments, characterization, and stochastic ordering. We use the maximum likelihood estimation technique to estimate the model parameters. A Monte Carlo study is carried out to evaluate the performance of the estimation method. In order to illustrate the usefulness of the proposed model, we fit the model to three real data sets and compare its relative performance with respect to the beta generalized Weibull family.

Keywords

, beta generalized Weibull distribution, differential equation, hazard rate function, lifetime distribution, maximum entropy principle
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@article{paperid:1093728,
author = {علی خسروی طناک and مرضیه نجفی and Mohtashami Borzadaran, Gholam Reza},
title = {A new lifetime distribution by maximizing entropy: properties and applications},
journal = {Probability in the Engineering and Informational Sciences},
year = {2024},
volume = {38},
number = {1},
month = {January},
issn = {0269-9648},
pages = {189--206},
numpages = {17},
keywords = {beta generalized Weibull distribution; differential equation; hazard rate function; lifetime distribution; maximum entropy principle},
}

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%0 Journal Article
%T A new lifetime distribution by maximizing entropy: properties and applications
%A علی خسروی طناک
%A مرضیه نجفی
%A Mohtashami Borzadaran, Gholam Reza
%J Probability in the Engineering and Informational Sciences
%@ 0269-9648
%D 2024

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