零截断泊松-帕累托分布:应用和估计方法

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC
A. M. M. Badr, Tamer Hassan, Tarek Shams El Din, Faisal. A. M Ali
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引用次数: 0

摘要

本文介绍并讨论了一种新的三参数寿命分布——零截断泊松帕累托分布ZTPP。它建立在复合帕累托分布作为连续分布和零截断泊松分布作为离散分布的基础上。研究了所提出分布的各种统计特性和可靠性特征,包括矩、矩生成函数、分位数函数和中位数的显式表达式。对于三个参数,建议的分布比其他分布具有优势,因为它使模型参数的估计更简单。为了估计ZTPP分布的未知参数,采用了极大似然法和l - Moments法。此外,与其他概率分布相比,使用真实数据集来评估所提出分布的显著性并确保其适用性。与其他拟合模型相比,(AIC)、(CAIC)和(BIC)的准则值均为ZTPP分布的最小值,证明了该模型是最好的。所提出的模式希望能得到更广泛的应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Zero Truncated Poisson - Pareto Distribution: Application and Estimation Methods
This article introduces and discusses a new three-parameter lifespan distribution called Zero-Truncated Poisson Pareto distribution ZTPP. that is built on compounding Pareto distribution as a continuous distribution and Zero-Truncated Poisson distribution as a discrete distribution. Various statistical properties and reliability characteristics of the proposed distribution have been investigated including explicit expressions for the moments, moment generating function, quantile function, and median. With three parameters, the suggested distribution has an advantage over other distributions in that it makes estimating the model parameters simpler. To estimate the unknown parameters of the ZTPP distribution, the maximum likelihood method, and L. Moments method are employed. Moreover, a real data set is used to evaluate the significance and ensure the applicability of the proposed distribution as compared to other probability distributions. The derived model proved to be the best compared to other fitted models, where the criteria values of (AIC), (CAIC), and (BIC) are minimum values by using the ZTPP distribution. The proposed model is hoped to attract a wider application.
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来源期刊
CiteScore
7.20
自引率
4.30%
发文量
567
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