T-Dagum: A Way of Generalizing Dagum Distribution Using Lomax Quantile Function

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
M. Ekum, M. Adamu, E. Akarawak
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引用次数: 11

Abstract

Recently, different distributions have been generalized using the - R { Y } framework but the possibility of using Dagum distribution has not been assessed. The - R { Y } combines three distributions, with one as a baseline distribution, with the strength of each distribution combined to produce greater effect on the new generated distribution. The new generated distributions would have more parameters but would have high flexibility in handling bimodality in datasets and it is a weighted hazard function of the baseline distribution. This paper therefore generalized the Dagum distribution using the quantile function of Lomax distribution. A member of - Dagum class of distribution called exponentiated-exponential-Dagum {Lomax} (EEDL) distribution was proposed. The distribution will be useful in survival analysis and reliability studies. Different characterizations of the distribution are derived, such as the asymptotes, stochastic ordering, stress-strength analysis, moment, Shannon entropy, and quantile function. Simulated and real data are used and compared favourably with existing distributions in the literature.
T-Dagum:利用Lomax分位数函数推广Dagum分布的一种方法
最近,使用-R{Y}框架对不同的分布进行了推广,但尚未评估使用Dagum分布的可能性。-R{Y}组合了三个分布,其中一个作为基线分布,每个分布的强度组合在一起,对新生成的分布产生更大的影响。新生成的分布将具有更多的参数,但在处理数据集中的双峰性方面具有很高的灵活性,并且它是基线分布的加权危险函数。因此,本文利用Lomax分布的分位数函数推广了Dagum分布。提出了-Dagum类分布的一个成员,称为指数Dagum{Lomax}(EEDL)分布。分布将有助于生存分析和可靠性研究。导出了分布的不同特征,如渐近线、随机排序、应力强度分析、矩、香农熵和分位数函数。使用了模拟数据和真实数据,并与文献中现有的分布进行了有利的比较。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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