具有阶统计量的指数Pareto分布的扩展:一些性质及其在寿命数据集中的应用

Q2 Pharmacology, Toxicology and Pharmaceutics Science and Technology Indonesia Pub Date : 2023-04-15 DOI:10.26554/sti.2023.8.2.265-279
A. O. Adeyemi, I. Adeleke, E. Akarawak
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引用次数: 0

摘要

应用统计学家和理论统计学家使用不同的技术对指数帕累托(EP)模型进行了扩展,以获得更广泛的应用和新知识,但尚未考虑Weibull-X技术。本文提出了一种新的EP模型扩展,称为威布尔指数Pareto(WEP)分布,以提供更好的建模,适合真实数据集,并从所提出的分布中探索顺序统计的统计理论。研究的统计特性包括Shannon熵和Renyi熵;矩和矩生成函数。推导了订单统计的分布和订单统计的矩,包括订单统计的均值和方差。WEP分布具有单峰、递减和递增的故障率;它可以是负或正偏斜的,并且近似对称,有可能拟合板状、中库尔状和轻库尔状的寿命数据。使用最大似然估计(MLE)方法估计分布的参数,并通过模拟研究检查其一致性。通过应用于洪峰超越和工程中的一些寿命数据集,研究了所提出的分布的性能。使用R-软件进行数据分析的结果表明,与文献中一些显著的现有分布和EP模型的先前扩展相比,WEP分布有可能提供一个更适合三个数据集的高级模型。研究中扩展的有序统计量的统计特性建立了一些重要的结果,这些结果表征了文献中一些显著的寿命分布。
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Extension of Exponential Pareto Distribution with the Order Statistics: Some Properties and Application to Lifetime Dataset
The Exponential Pareto (EP) model has been extended by applied and theoretical statisticians for wider applications and new knowledge using different techniques but the Weibull-X technique has not been considered. This article proposed a new extension of the EP model called the Weibull-Exponential Pareto (WEP) distribution to provide better modeling that fits real-life datasets and to explore the statistical theory of order statistics from the proposed distribution. Statistical properties investigated include the Shannon and Renyi entropies; the moments and moment generating function. Distribution of order statistics and the moment of order statistics were derived including the mean and variance of order statistics. WEP distribution has unimodal, decreasing, and increasing failure rates; and it can be negatively or positively skewed and approximately symmetric with the potential for fitting platykurtic, mesokurtic, and leptokurtic lifetime data. The parameters of the distribution were estimated using the method of maximum likelihood estimation (MLE), which was examined for consistency through a simulation study. The performance of the proposed distribution was investigated by application to flood peaks exceedances and some lifetime datasets from engineering. The results from data analysis using the R-software revealed that the WEP distribution has the potential to provide a superior model that fits the three data sets better than some notable existing distributions and previous extensions of the EP model in the literature. The statistical property of order statistics extended in the study established some important results that characterized some notable lifetime distributions in the literature.
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来源期刊
Science and Technology Indonesia
Science and Technology Indonesia Pharmacology, Toxicology and Pharmaceutics-Pharmacology, Toxicology and Pharmaceutics (miscellaneous)
CiteScore
1.80
自引率
0.00%
发文量
72
审稿时长
8 weeks
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