Approximation Methods for the Bivariate Compound Truncated Poisson Gamma Distribution

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2024-06-05 DOI:10.18187/pjsor.v20i2.4461
Amal Alhejaili, Ateq A. Alghamedi
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Abstract

In certain situations probability computations are required for some complex distributions; like a compound distribution. This can leads to some comptational complexities. In such situations, the problem can be simplified by using some approximation techniques like the “saddle-point” approximation. In this paper, we have first proposed a compound bivariate distribution; namly the bivariate compound truncated Poisson-Gamma distribution; by compounding the zero truncated Poisson distribution with independent Gamma variates. The bivariate saddle-point approximation for the distribution function of the proposed distribution is obtained. An illustrative example for the approximate computation is given. An extensive simulatin study has been conducted to see the performance of the proposed saddle-point approximation for the distribution function of the bivariate compound truncated Poisson-Gamma distribution. It is found that the proposed saddle-point approximation is reasonably good to approximate the distribution function of the bivariate compound truncated Poisson-Gamma distribution.
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双变量复合截断泊松伽玛分布的近似方法
在某些情况下,需要对某些复杂分布(如复合分布)进行概率计算。这可能会导致计算的复杂性。在这种情况下,可以使用 "鞍点 "近似等近似技术来简化问题。在本文中,我们首先提出了一种复合双变量分布;即双变量复合截断泊松-伽马分布;它是通过将零截断泊松分布与独立伽马变数复合而成的。结果得到了拟议分布的分布函数的二维鞍点近似值。给出了近似计算的示例。我们进行了广泛的模拟研究,以了解所提出的双变量复合截断泊松-伽马分布的鞍点近似分布函数的性能。研究发现,所提出的鞍点近似法对二元复合截断泊松-伽马分布的分布函数具有相当好的近似效果。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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