Time-dependent copulas

被引:35
作者
Fermanian, Jean-David [1 ]
Wegkamp, Marten H. [2 ,3 ]
机构
[1] CREST ENSAE, F-92245 Malakoff, France
[2] Cornell Univ, Dept Math, Ithaca, NY 14853 USA
[3] Cornell Univ, Dept Stat Sci, Ithaca, NY USA
基金
美国国家科学基金会;
关键词
Copulas; Goodness-of-fit tests; Kernel method; Time series; OF-FIT TESTS; CAUSALITY; SERIES;
D O I
10.1016/j.jmva.2012.02.018
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
For the study of dynamic dependence structures, the authors introduce the concept of a pseudo-copula, which extends Patton's definition of a conditional copula. They state the equivalent of Sklar's theorem for pseudo-copulas. They establish the asymptotic normality of nonparametric estimators of pseudo-copulas under strong mixing assumptions, and discuss applications to specification tests. They complement the theory with a small simulation study on the power of the proposed tests. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:19 / 29
页数:11
相关论文
共 39 条
[1]   Dependence Calibration in Conditional Copulas: A Nonparametric Approach [J].
Acar, Elif F. ;
Craiu, Radu V. ;
Yao, Fang .
BIOMETRICS, 2011, 67 (02) :445-453
[2]  
[Anonymous], 1997, MULTIVARIATE MODELS
[3]  
[Anonymous], 2011, DEPENDENCE MODELLING
[4]  
[Anonymous], 1959, ANN LISUP
[5]  
[Anonymous], 2008, OFRC working papers series, DOI DOI 10.1007/978-3-540-71297-8_34
[6]   Copulas and Temporal Dependence [J].
Beare, Brendan K. .
ECONOMETRICA, 2010, 78 (01) :395-410
[7]   Estimation of copula-based semiparametric time series models [J].
Chen, XH ;
Fan, YQ .
JOURNAL OF ECONOMETRICS, 2006, 130 (02) :307-335
[8]  
Cherubini U., 2000, EC NOTES, V30, P235
[9]  
Cherubini U, 2004, COPULA METHODS FINAN
[10]  
Cherubini Umberto, 2011, Dynamic Copula Methods in Finance