New copula families and mixing properties

IF 1.2 3区 数学 Q2 STATISTICS & PROBABILITY Statistical Papers Pub Date : 2024-05-06 DOI:10.1007/s00362-024-01559-9
Martial Longla
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Abstract

We characterize absolutely continuous symmetric copulas with square integrable densities in this paper. This characterization is used to create new copula families, that are perturbations of the independence copula. The full study of mixing properties of Markov chains generated by these copula families is conducted. An extension that includes the Farlie–Gumbel–Morgenstern family of copulas is proposed. We propose some examples of copulas that generate non-mixing Markov chains, but whose convex combinations generate \(\psi \)-mixing Markov chains. Some general results on \(\psi \)-mixing are given. The Spearman’s correlation \(\rho _S\) and Kendall’s \(\tau \) are provided for the created copula families. Some general remarks are provided for \(\rho _S\) and \(\tau \). A central limit theorem is provided for parameter estimators in one example. A simulation study is conducted to support derived asymptotic distributions for some examples.

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新的共轭系和混合特性
我们在本文中描述了具有平方可积分密度的绝对连续对称 copula 的特征。我们利用这一特征创建了新的共轭族,它们是独立性共轭的扰动。本文全面研究了由这些共轭族生成的马尔可夫链的混合特性。我们提出了包括 Farlie-Gumbel-Morgenstern 共轭系的扩展。我们提出了一些产生非混合马尔科夫链的共线性的例子,但它们的凸组合产生了(\psi \)混合马尔科夫链。给出了一些关于混杂的一般结果。为所创建的 copula 系列提供了 Spearman 相关性和 Kendall 相关性。为 \(\rho _S\) 和 \(\tau \) 提供了一些一般性说明。在一个例子中为参数估计值提供了中心极限定理。对一些例子进行了模拟研究,以支持推导出的渐近分布。
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来源期刊
Statistical Papers
Statistical Papers 数学-统计学与概率论
CiteScore
2.80
自引率
7.70%
发文量
95
审稿时长
6-12 weeks
期刊介绍: The journal Statistical Papers addresses itself to all persons and organizations that have to deal with statistical methods in their own field of work. It attempts to provide a forum for the presentation and critical assessment of statistical methods, in particular for the discussion of their methodological foundations as well as their potential applications. Methods that have broad applications will be preferred. However, special attention is given to those statistical methods which are relevant to the economic and social sciences. In addition to original research papers, readers will find survey articles, short notes, reports on statistical software, problem section, and book reviews.
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