Unit-Gompertz Distribution with Applications

IF 1.6 Q1 STATISTICS & PROBABILITY
J. Mazucheli, A. Menezes, S. Dey
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引用次数: 70

Abstract

The transformed family of distributions are sometimes very useful to explore additional properties of the phenomenons which non-transformed (baseline) family of distributions cannot. In this paper, we introduce a new transformed model, called the unit-Gompertz (UG) distribution which exhibit right-skewed (unimodal) and reversed-J shaped density while the hazard rate has constant, increasing, upside-down bathtub and then bathtub shaped hazard rate. Some statistical properties of this new distribution are presented and discussed. Maximum likelihood estimation for the parameters that index UG distribution are derived along with their corresponding asymptotic standard errors. Monte Carlo simulations are conducted to investigate the bias, root mean squared error of the maximum likelihood estimators as well as the coverage probability. Finally, the potentiality of the model is presented and compared with three others distributions using two real data sets.
单位- gompertz分布与应用
变换后的分布族有时对探索现象的附加性质非常有用,而非变换(基线)分布族不能。在本文中,我们引入了一个新的转换模型,称为单位Gompertz(UG)分布,它表现出右偏(单峰)和反向J形密度,而危险率有恒定的、增加的、倒置的浴缸,然后是浴缸形危险率。给出并讨论了这种新分布的一些统计性质。导出了UG分布参数的最大似然估计及其相应的渐近标准误差。蒙特卡罗模拟研究了最大似然估计量的偏差、均方根误差以及覆盖概率。最后,利用两个真实数据集,给出了该模型的潜力,并与其他三种分布进行了比较。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Statistica
Statistica STATISTICS & PROBABILITY-
CiteScore
1.70
自引率
0.00%
发文量
0
审稿时长
10 weeks
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