A Novel Version of the Exponentiated Weibull Distribution: Copulas, Mathematical Properties and Statistical Modeling

IF 1.1 Q3 STATISTICS & PROBABILITY Pakistan Journal of Statistics and Operation Research Pub Date : 2023-09-03 DOI:10.18187/pjsor.v19i3.4089
Mohamed K. A. Refaie, Asmaa Ayoob Yaqoob, Mahmoud Ali Selim, Emadeldin I. A. Ali
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Abstract

In this study, the authors of the current work describe a novel exponentiated Weibull distribution that they have invented. The study was written by the writers of the current work. It is required to analyze those properties once the pertinent mathematical properties have been derived. In addition to the dispersion index, the anticipated value, variance, skewness, and kurtosis are also statistically examined. The dispersion index is likewise examined. Other beneficial shapes that the new density can assume include "bathtub," "right skewed," "bimodal and left skewed," "unimodal and left skewed," and "bimodal and right skewed." Additionally, these forms can be merged to create a "bathtub." The term "bathtub (U-HRF)," "constant," "monotonically increasing," "upside down-increasing (reversed U-increasing)," "J-HRF," "upside down-constant," "increasing-constant," or "upside down (reversed U)" may be used to describe the new rate of failure. The greatest likelihood method's efficiency is assessed via graphical analysis. The main measures for this procedure’s evaluation are biases and mean squared errors. The reader is given a scenario that graphically displays the adaptability and value of the innovative distribution through the use of three separate sets of actual data.
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指数威布尔分布的一个新版本:Copulas、数学性质和统计建模
在这项研究中,当前工作的作者描述了他们发明的一种新的指数威布尔分布。这项研究是由当前作品的作者撰写的。一旦推导出相关的数学性质,就需要对这些性质进行分析。除离散指数外,期望值、方差、偏度和峰度也进行了统计检验。对色散指数也作了同样的研究。新密度可以假设的其他有益形状包括“浴缸”、“右倾斜”、“双峰和左倾斜”、“单峰和左倾斜”和“双峰和右倾斜”。此外,这些表单可以合并以创建一个“浴缸”。术语“浴盆式(U- hrf)”、“常数”、“单调递增”、“倒挂递增(U-递增)”、“J-HRF”、“倒挂不变”、“递增不变”或“倒挂(倒U)”可用于描述新的故障率。通过图形分析评估了最大似然法的有效性。评估该程序的主要措施是偏差和均方误差。通过使用三组独立的实际数据,给读者提供了一个场景,图形化地展示了创新分布的适应性和价值。
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来源期刊
CiteScore
3.30
自引率
26.70%
发文量
53
期刊介绍: Pakistan Journal of Statistics and Operation Research. PJSOR is a peer-reviewed journal, published four times a year. PJSOR publishes refereed research articles and studies that describe the latest research and developments in the area of statistics, operation research and actuarial statistics.
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