基于单位威布尔失真的二元联函数新族

Fadal A.A. Aldhufairi, Jungsywan H. Sepanski
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引用次数: 3

摘要

本文介绍了利用单位威布尔失真构造的一类新的二元copula。现有的联结体扮演基础或初始联结体的角色,这些联结体被转换或扭曲成具有附加参数的新联结体家族,从而具有更大的灵活性和更好的数据拟合性。给出了新的二元联结函数及其条件分布和密度分布的一般形式。对尾行为进行了研究,结果表明,当基联结不具有上尾依赖性时,单位威布尔畸变会产生具有上尾依赖性的新联结。当基轴为阿基米德时,如克莱顿轴和弗兰克轴,则推导出了一致性排序和肯德尔τ。对Loss-ALEA数据进行了分析,以评估所提出的新copula家族的性能。
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New families of bivariate copulas via unit weibull distortion
This paper introduces a new family of bivariate copulas constructed using a unit Weibull distortion. Existing copulas play the role of the base or initial copulas that are transformed or distorted into a new family of copulas with additional parameters, allowing more flexibility and better fit to data. We present a general form for the new bivariate copula function and its conditional and density distributions. The tail behaviors are investigated and indicate the unit Weibull distortion may result in new copulas with upper tail dependence when the base copula has no upper tail dependence. The concordance ordering and Kendall’s tau are derived for the cases when the base copulas are Archimedean, such as the Clayton and Frank copulas. The Loss-ALEA data are analyzed to evaluate the performance of the proposed new families of copulas.
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来源期刊
Journal of Statistical Distributions and Applications
Journal of Statistical Distributions and Applications Decision Sciences-Statistics, Probability and Uncertainty
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