Peña-Ramírez Fernando A, Guerra Renata R, Cordeiro Gauss M
Departamento de Estatística, Universidade Federal de Santa Maria, Cidade Universitária, Av. Roraima, 1000, 97105-900 Santa Maria, RS, Brazil.
Departamento de Estatística, Universidade Federal de Pernambuco, Cidade Universitária, Av. Prof. Moraes Rego, 1235, 50740-540 Recife, PE, Brazil.
An Acad Bras Cienc. 2019;91(1):e20170856. doi: 10.1590/0001-3765201920170856. Epub 2019 Apr 8.
We define a new lifetime model based on compounding the Lindley and Nadarajah-Haghighi distributions. The proposed distribution is very competitive to other lifetime models. Some of its mathematical properties are investigated including generating function, mean residual life, moments, Bonferroni and Lorenz curves and mean deviations. We discuss the estimation of the model parameters by maximum likelihood. We provide a simulation study and two applications to real data for illustrative purposes. We prove empirically that the new distribution yields good fits to both data sets, and it can be a useful alternative for other classical lifetime models.
我们基于复合Lindley分布和Nadarajah - Haghighi分布定义了一种新的寿命模型。所提出的分布与其他寿命模型相比具有很强的竞争力。我们研究了它的一些数学性质,包括生成函数、平均剩余寿命、矩、Bonferroni曲线和Lorenz曲线以及平均偏差。我们讨论了通过最大似然法对模型参数进行估计。为了说明目的,我们提供了一个模拟研究以及对实际数据的两个应用。我们通过实证证明新分布对两个数据集都有很好的拟合,并且它可以成为其他经典寿命模型的一个有用替代。