Exponentiated Weibull inverted exponential distribution: Model, properties and applications

A. Chaudhary, Lal Babu Sah Telee, Dhirendra Kumar Yadav
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Abstract

This study is based on formulation of a new probability model having four parameters. Parameters of the model are estimated using Maximum likelihood, Least Square and Cramer –von Mises method. Some statistical properties like reliability function, hazard rate functi on, quantile functions are studied. Applicability of the model is tested using a real data set. Box plot and TTT plots are used to explain the nature of the data. For model validation, Q-Q plot, P-P plots as well as information criteria values such as Akaike Information criteria, Bayesian Information criteria, Corrected Akaike information criteria and Hannan- Quinn information criterion values are obtained. For testing the goodness of fit of the model and the model taken for comparison, Kolmogorov- Smirnov, Cramer von-Mises and Anderson darling test are applied. To study of the performance of MLEs, Monte-Carlo simulation is presented. All the calculations are performed using R programming language.
指数威布尔倒指数分布:模型、性质及应用
本研究是基于一个有四个参数的新概率模型的公式。采用极大似然法、最小二乘法和Cramer -von Mises法对模型参数进行了估计。研究了信度函数、危险率函数、分位数函数等统计性质。用实际数据集验证了模型的适用性。箱形图和TTT图用于解释数据的性质。模型验证得到Q-Q图、P-P图以及Akaike信息准则、Bayesian信息准则、Corrected Akaike信息准则、Hannan- Quinn信息准则值等信息准则值。为了检验模型与比较模型的拟合优度,采用了Kolmogorov- Smirnov、Cramer - von-Mises和Anderson darling检验。为了研究MLEs的性能,提出了蒙特卡罗仿真方法。所有计算均使用R编程语言完成。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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