A New Extended Weibull Distribution with Application to Influenza and Hepatitis Data

IF 0.9 Q4 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS Stats Pub Date : 2023-05-19 DOI:10.3390/stats6020042
G. Cordeiro, Elisângela C. Biazatti, L. H. de Santana
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Abstract

The Weibull is a popular distribution that models monotonous failure rate data. In this work, we introduce the four-parameter Weibull extended Weibull distribution that presents greater flexibility, thus modeling data with bathtub-shaped and unimodal failure rate. Some of its mathematical properties such as quantile function, linear representation and moments are provided. The maximum likelihood estimation is adopted to estimate its parameters, and the log-Weibull extended Weibull regression model is presented. In addition, some simulations are carried out to show the consistency of the estimators. We prove the greater flexibility and performance of this distribution and the regression model through applications to influenza and hepatitis data. The new models perform much better than some of their competitors.
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一个新的扩展威布尔分布及其在流感和肝炎数据中的应用
威布尔是一种流行的分布,它对单调的故障率数据进行建模。在这项工作中,我们引入了四参数威布尔扩展威布尔分布,该分布具有更大的灵活性,从而对具有浴缸形和单峰故障率的数据进行建模。给出了它的一些数学性质,如分位数函数、线性表示和矩。采用最大似然估计方法对其参数进行估计,并建立了对数威布尔扩展威布尔回归模型。此外,还进行了一些模拟来证明估计量的一致性。我们通过流感和肝炎数据的应用证明了这种分布和回归模型的更大灵活性和性能。新车型的性能比一些竞争对手要好得多。
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CiteScore
0.60
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0.00%
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0
审稿时长
7 weeks
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