Clayton, Gumbel和Frank Copulas的混合:一个完全依赖模型

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2022-04-12 DOI:10.1155/2022/1422394
M. A. Boateng, A. Y. Omari-Sasu, R. Avuglah, N. K. Frempong
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引用次数: 1

摘要

在风险评估和评价领域,了解随机变量之间的相关性是必要的。一些现存的阿基米德联系图,即克莱顿联系图和冈贝尔联系图,分别在极左和极右有较高的相关性。在这项研究中,我们使用凸组合的思想来构建混合Clayton-Gumbel-Frank copula,该copula提供了来自现有阿基米德copula的所有依赖场景。本文还推导了两个随机变量模型的密度和条件分布函数,以及与所提模型相关的比例参数的估计量。结果表明,通过提供上尾和下尾依赖系数,该模型能够显示任何依赖情况。
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A Mixture of Clayton, Gumbel, and Frank Copulas: A Complete Dependence Model
Knowledge of the dependence between random variables is necessary in the area of risk assessment and evaluation. Some of the existing Archimedean copulas, namely the Clayton and the Gumbel copulas, allow for higher correlations on the extreme left and right, respectively. In this study, we use the idea of convex combinations to build a hybrid Clayton–Gumbel–Frank copula that provides all dependence scenarios from existing Archimedean copulas. The corresponding density and conditional distribution functions of the derived models for two random variables, as well as an estimator for the proportion parameter associated with the proposed model, are also derived. The results show that the proposed model is able to show any case of dependence by providing coefficients for the upper tail and lower tail dependence.
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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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