Comparing Estimation Methods for the Power-Pareto Distribution

被引:0
作者
Caeiro, Frederico [1 ,2 ]
Norouzirad, Mina [3 ]
机构
[1] NOVA Sch Sci & Technol NOVA FCT, Dept Math, P-2829516 Caparica, Portugal
[2] NOVA Sch Sci & Technol NOVA FCT, Ctr Math & Applicat NOVA Math, P-2829516 Caparica, Portugal
[3] Ctr Math & Applicat NOVA Math, NOVA Sch Sci & Technol NOVA FCT, P-2829516 Caparica, Portugal
关键词
parameter estimation; power-Pareto distribution; quantile function;
D O I
10.3390/econometrics12030020
中图分类号
F [经济];
学科分类号
02 ;
摘要
Non-negative distributions are important tools in various fields. Given the importance of achieving a good fit, the literature offers hundreds of different models, from the very simple to the highly flexible. In this paper, we consider the power-Pareto model, which is defined by its quantile function. This distribution has three parameters, allowing the model to take different shapes, including symmetrical and left- and right-skewed. We provide different distributional characteristics and discuss parameter estimation. In addition to the already-known Maximum Likelihood and Least Squares of the logarithm of the order statistics estimation methods, we propose several additional methods. A simulation study and an application to two datasets are conducted to illustrate the performance of the estimation methods.
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页数:28
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