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一种新的截断林德利生成分布族:性质、回归分析及应用

A New Truncated Lindley-Generated Family of Distributions: Properties, Regression Analysis, and Applications.

作者信息

Hussein Mohamed, Rodrigues Gabriela M, Ortega Edwin M M, Vila Roberto, Elsayed Howaida

机构信息

Department of Mathematics and Computer Science, Alexandria University, Alexandria 21544, Egypt.

Department of Business Administration, College of Business, King Khalid University, Abha 61421, Saudi Arabia.

出版信息

Entropy (Basel). 2023 Sep 20;25(9):1359. doi: 10.3390/e25091359.

Abstract

We present the truncated Lindley- (TLG) model, a novel class of probability distributions with an additional shape parameter, by composing a unit distribution called the truncated Lindley distribution with a parent distribution function G(x). The proposed model's characteristics including critical points, moments, generating function, quantile function, mean deviations, and entropy are discussed. Also, we introduce a regression model based on the truncated Lindley-Weibull distribution considering two systematic components. The model parameters are estimated using the maximum likelihood method. In order to investigate the behavior of the estimators, some simulations are run for various parameter settings, censoring percentages, and sample sizes. Four real datasets are used to demonstrate the new model's potential.

摘要

我们提出了截断林德利(TLG)模型,这是一类具有额外形状参数的新型概率分布,它通过将一种称为截断林德利分布的单位分布与母分布函数G(x)相结合而成。讨论了所提出模型的特征,包括临界点、矩、生成函数、分位数函数、平均偏差和熵。此外,我们引入了一个基于截断林德利 - 威布尔分布的回归模型,该模型考虑了两个系统成分。使用最大似然法估计模型参数。为了研究估计量的行为,针对各种参数设置、删失百分比和样本大小进行了一些模拟。使用四个真实数据集来展示新模型的潜力。

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