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带应用实例的改良贝塔转换族分布。

The modified beta transmuted family of distributions with applications using the exponential distribution.

机构信息

Department of Mathematics and Computer Science, University of Africa, Toru Orua, Bayelsa State, Nigeria.

Department of Mathematics and Statistics, University of Port Harcourt, Port Harcourt, Rivers State, Nigeria.

出版信息

PLoS One. 2021 Nov 18;16(11):e0258512. doi: 10.1371/journal.pone.0258512. eCollection 2021.

Abstract

In this work, a new family of distributions, which extends the Beta transmuted family, was obtained, called the Modified Beta Transmuted Family of distribution. This derived family has the Beta Family of Distribution and the Transmuted family of distribution as subfamilies. The Modified beta transmuted frechet, modified beta transmuted exponential, modified beta transmuted gompertz and modified beta transmuted lindley were obtained as special cases. The analytical expressions were studied for some statistical properties of the derived family of distribution which includes the moments, moments generating function and order statistics. The estimates of the parameters of the family were obtained using the maximum likelihood estimation method. Using the exponential distribution as a baseline for the family distribution, the resulting distribution (modified beta transmuted exponential distribution) was studied and its properties. The modified beta transmuted exponential distribution was applied to a real life time data to assess its flexibility in which the results shows a better fit when compared to some competitive models.

摘要

在这项工作中,获得了一个新的分布族,它扩展了 Beta 变换族,称为修正 Beta 变换族分布。这个派生的家族有 Beta 分布族和变换分布族作为子族。修正的 Beta 变换 Fréchet、修正的 Beta 变换指数、修正的 Beta 变换 Gompertz 和修正的 Beta 变换 Lindley 作为特例得到。研究了分布族的一些统计性质的解析表达式,包括矩、矩生成函数和顺序统计量。利用最大似然估计法得到了族参数的估计值。利用指数分布作为族分布的基准,研究了产生的分布(修正的 Beta 变换指数分布)及其性质。将修正的 Beta 变换指数分布应用于实际的寿命数据中,以评估其灵活性,结果表明与一些竞争模型相比,该分布具有更好的拟合度。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/48cb/8601563/0a297984764a/pone.0258512.g001.jpg

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