The Gompertz Gumbel II Distribution: Properties and Applications

A. A. Ogunde, G. A. Olalude, D. Omosigho
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引用次数: 2

Abstract

In this paper we introduced Gompertz Gumbel II (GG II) distribution which generalizes the Gumbel II distribution. The new distribution is a flexible exponential type distribution which can be used in modeling real life data with varying degree of asymmetry. Unlike the Gumbel II distribution which exhibits a monotone decreasing failure rate, the new distribution is useful for modeling unimodal (Bathtub-shaped) failure rates which sometimes characterised the real life data. Structural properties of the new distribution namely, density function, hazard function, moments, quantile function, moment generating function, orders statistics, Stochastic Ordering, Renyi entropy were obtained. For the main formulas related to our model, we present numerical studies that illustrate the practicality of computational implementation using statistical software. We also present a Monte Carlo simulation study to evaluate the performance of the maximum likelihood estimators for the GGTT model. Three life data sets were used for applications in order to illustrate the flexibility of the new model.
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Gompertz Gumbel II分布:性质与应用
本文引入了Gompertz Gumbel II (GG II)分布,它推广了Gumbel II分布。该新分布是一种灵活的指数型分布,可用于模拟不同程度不对称的实际数据。与Gumbel II分布不同的是,它表现出单调的故障率下降,新的分布对于单峰(浴缸形)故障率的建模是有用的,这有时是现实生活数据的特征。得到了新分布的结构性质,即密度函数、危险函数、矩、分位数函数、矩生成函数、阶数统计、随机排序、人义熵。对于与我们的模型相关的主要公式,我们提出了数值研究,说明使用统计软件计算实现的实用性。我们还提出了蒙特卡罗模拟研究,以评估GGTT模型的最大似然估计器的性能。为了说明新模型的灵活性,应用中使用了三个生命数据集。
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