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Estimation of a Conditional Copula and Association Measures

机译:有条件Copula的估计和关联度量

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This paper is concerned with studying the dependence structure between two random variables Y_1 and Y_2 conditionally upon a covariate X. The dependence structure is modelled via a copula function, which depends on the given value of the covariate in a general way. Gijbels et al. (Comput. Statist. Data Anal., 55, 2011, 1919) suggested two non-parametric estimators of the 'conditional' copula and investigated their numerical performances. In this paper we establish the asymptotic properties of the proposed estimators as well as conditional association measures derived from them. Practical recommendations for their use are then discussed.
机译:本文关注有条件地研究两个随机变量Y_1和Y_2之间对协变量X的依赖关系结构。依赖关系结构是通过copula函数建模的,该函数通常取决于协变量的给定值。 Gijbels等。 (Comput。Statist。Data Anal。,55,2011,1919)提出了“条件” copula的两个非参数估计量,并研究了它们的数值性能。在本文中,我们建立了所提出的估计量的渐近性质以及从中得出的条件关联测度。然后讨论使用它们的实用建议。

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