JOURNAL ARTICLE

Inverted exponentiated Weibull distribution with applications to lifetime data

Seunghyung LeeYunhwan NohYounshik Chung

Year: 2017 Journal:   Communications for Statistical Applications and Methods Vol: 24 (3)Pages: 227-240   Publisher: Korean Statistical Society

Abstract

In this paper, we introduce the inverted exponentiated Weibull (IEW) distribution which contains exponentiated inverted Weibull distribution, inverse Weibull (IW) distribution, and inverted exponentiated distribution as submodels. The proposed distribution is obtained by the inverse form of the exponentiated Weibull distribution. In particular, we explain that the proposed distribution can be interpreted by Marshall and Olkin's book (Lifetime Distributions: Structure of Non-parametric, Semiparametric, and Parametric Families, 2007, Springer) idea. We derive the cumulative distribution function and hazard function and calculate expression for its moment. The hazard function of the IEW distribution can be decreasing, increasing or bathtub-shaped. The maximum likelihood estimation (MLE) is obtained. Then we show the existence and uniqueness of MLE. We can also obtain the Bayesian estimation by using the Gibbs sampler with the Metropolis-Hastings algorithm. We also give applications with a simulated data set and two real data set to show the flexibility of the IEW distribution. Finally, conclusions are mentioned.

Keywords:
Exponentiated Weibull distribution Mathematics Weibull distribution Statistics Applied mathematics Parametric statistics

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23
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Citation History

Topics

Statistical Distribution Estimation and Applications
Physical Sciences →  Mathematics →  Statistics and Probability
Hydrology and Drought Analysis
Physical Sciences →  Environmental Science →  Global and Planetary Change
Statistical Methods and Bayesian Inference
Physical Sciences →  Mathematics →  Statistics and Probability

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