Zero Truncated Poisson - Pareto Distribution: Application and Estimation Methods

IF 3.6 1区 数学 Q1 MATHEMATICS, APPLIED Mathematical Models & Methods in Applied Sciences Pub Date : 2023-02-01 DOI:10.46300/9101.2023.17.1
A. M. M. Badr, Tamer Hassan, Tarek Shams El Din, Faisal. A. M Ali
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Abstract

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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零截断泊松-帕累托分布:应用和估计方法
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。
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来源期刊
CiteScore
6.30
自引率
17.10%
发文量
61
审稿时长
1 months
期刊介绍: The purpose of this journal is to provide a medium of exchange for scientists engaged in applied sciences (physics, mathematical physics, natural, and technological sciences) where there exists a non-trivial interplay between mathematics, mathematical modelling of real systems and mathematical and computer methods oriented towards the qualitative and quantitative analysis of real physical systems. The principal areas of interest of this journal are the following: 1.Mathematical modelling of systems in applied sciences; 2.Mathematical methods for the qualitative and quantitative analysis of models of mathematical physics and technological sciences; 3.Numerical and computer treatment of mathematical models or real systems. Special attention will be paid to the analysis of nonlinearities and stochastic aspects. Within the above limitation, scientists in all fields which employ mathematics are encouraged to submit research and review papers to the journal. Both theoretical and applied papers will be considered for publication. High quality, novelty of the content and potential for the applications to modern problems in applied sciences and technology will be the guidelines for the selection of papers to be published in the journal. This journal publishes only articles with original and innovative contents. Book reviews, announcements and tutorial articles will be featured occasionally.
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