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连续林德利分布的一种新离散模拟及其在可靠性中的应用

A New Discrete Analog of the Continuous Lindley Distribution, with Reliability Applications.

作者信息

Al-Babtain Abdulhakim A, Ahmed Abdul Hadi N, Afify Ahmed Z

机构信息

Department of Statistics and Operations Research, King Saud University, Riyadh 11362, Saudi Arabia.

Department of Mathematical Statistics, Faculty of Graduate Studies for Statistical Research, Cairo University, Giza 12631, Egypt.

出版信息

Entropy (Basel). 2020 May 28;22(6):603. doi: 10.3390/e22060603.

Abstract

In this paper, we propose and study a new probability mass function by creating a natural discrete analog to the continuous Lindley distribution as a mixture of geometric and negative binomial distributions. The new distribution has many interesting properties that make it superior to many other discrete distributions, particularly in analyzing over-dispersed count data. Several statistical properties of the introduced distribution have been established including moments and moment generating function, residual moments, characterization, entropy, estimation of the parameter by the maximum likelihood method. A bias reduction method is applied to the derived estimator; its existence and uniqueness are discussed. Applications of the goodness of fit of the proposed distribution have been examined and compared with other discrete distributions using three real data sets from biological sciences.

摘要

在本文中,我们通过创建连续Lindley分布的自然离散类似物,将其作为几何分布和负二项分布的混合,提出并研究了一种新的概率质量函数。新分布具有许多有趣的性质,使其优于许多其他离散分布,特别是在分析过度分散的计数数据时。已经建立了所引入分布的几个统计性质,包括矩和矩生成函数、剩余矩、特征、熵、通过最大似然法估计参数。对导出的估计器应用了偏差减少方法;讨论了其存在性和唯一性。使用来自生物科学的三个真实数据集,检验了所提出分布的拟合优度的应用,并与其他离散分布进行了比较。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e355/7517138/2d8d395e568e/entropy-22-00603-g001.jpg

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