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扩展对数逻辑斯蒂分布:性质与应用

The Extended Log-Logistic Distribution: Properties and Application.

作者信息

Lima Stênio R, Cordeiro Gauss M

机构信息

Universidade Federal de Pernambuco, Departamento de Estatística, Av. Prof. Moraes Rego, 1235, Cidade Universitária, 50740-540 Recife, PE, Brazil.

出版信息

An Acad Bras Cienc. 2017 Jan/Mar;89(1):3-17. doi: 10.1590/0001-3765201720150579.

Abstract

We propose a new four-parameter lifetime model, called the extended log-logistic distribution, to generalize the two-parameter log-logistic model. The new model is quite flexible to analyze positive data. We provide some mathematical properties including explicit expressions for the ordinary and incomplete moments, probability weighted moments, mean deviations, quantile function and entropy measure. The estimation of the model parameters is performed by maximum likelihood using the BFGS algorithm. The flexibility of the new model is illustrated by means of an application to a real data set. We hope that the new distribution will serve as an alternative model to other useful distributions for modeling positive real data in many areas.

摘要

我们提出了一种新的四参数寿命模型,称为扩展对数逻辑分布,以推广两参数对数逻辑模型。新模型在分析正数据方面非常灵活。我们提供了一些数学性质,包括普通矩和不完全矩、概率加权矩、平均偏差、分位数函数和熵测度的显式表达式。模型参数的估计通过使用BFGS算法的最大似然法进行。通过对一个实际数据集的应用说明了新模型的灵活性。我们希望新分布将作为其他有用分布的替代模型,用于在许多领域对正实数据进行建模。

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