Thresholding methods to estimate copula density

被引:32
|
作者
Autin, F. [2 ]
Le Pennec, E. [3 ]
Tribouley, K. [1 ,4 ]
机构
[1] Univ Paris 10, LPMA, F-92001 Nanterre, France
[2] Univ Aix Marseille 1, CMI, F-13453 Marseille 13, France
[3] Univ Paris 07, LPMA, F-75013 Paris, France
[4] Univ Paris 10, MODALX, F-92001 Nanterre, France
关键词
Copula density; Wavelet method; Thresholding rules; Minimax theory; Maxiset theory; WAVELETS; SPACES;
D O I
10.1016/j.jmva.2009.07.009
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
This paper deals with the problem of multivariate Copula density estimation Using wavelet methods we provide two shrinkage procedures based on thresholding rules for which knowledge of the regularity of the copula density to be estimated is not necessary. These methods, said to be adaptive, have proved to be very effective when adopting the minimax and the maxiset approaches. Moreover we show that these procedures can be discriminated in the maxiset sense. We provide an estimation algorithm and evaluate its properties using simulation. Finally, we propose a real life application for financial data. (C) 2009 Published by Elsevier Inc.
引用
收藏
页码:200 / 222
页数:23
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