Goodness-of-fit test for copulas

被引:65
作者
Panchenko, V [1 ]
机构
[1] Univ Amsterdam, CeNDEF, NL-1018 WB Amsterdam, Netherlands
关键词
copula; correlation; goodness-of-fit; multivariate time series; nonparametric statistics; V-statistics; bootstrap;
D O I
10.1016/j.physa.2005.02.081
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Copulas are often used in finance to characterize the dependence between assets. However, a choice of the functional form for the copula is an open question in the literature. This paper develops a goodness-of-fit test for copulas based on positive definite bilinear forms. The suggested test avoids the use of plug-in estimators that is the common practice in the literature. The test statistics can be consistently computed on the basis of V-estimators even in the case of large dimensions. The test is applied to a dataset of US large cap stocks to assess the performance of the Gaussian copula for the portfolios of assets of various dimension. The Gaussian copula appears to be inadequate to characterize the dependence between assets. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:176 / 182
页数:7
相关论文
共 11 条
[1]  
Bouyû« EV., 2000, COPULAS FINANCE READ
[2]   ON U-STATISTICS AND V MISES STATISTICS FOR WEAKLY DEPENDENT PROCESSES [J].
DENKER, M ;
KELLER, G .
ZEITSCHRIFT FUR WAHRSCHEINLICHKEITSTHEORIE UND VERWANDTE GEBIETE, 1983, 64 (04) :505-522
[3]   Detecting differences between delay vector distributions [J].
Diks, C ;
vanZwet, WR ;
Takens, F ;
DeGoede, J .
PHYSICAL REVIEW E, 1996, 53 (03) :2169-2176
[4]   A test for symmetries of multivariate probability distributions [J].
Diks, C ;
Tong, H .
BIOMETRIKA, 1999, 86 (03) :605-614
[5]  
Durrleman V., 2000, WHICH COPULA RIGHT O
[6]  
Efron B., 1994, INTRO BOOTSTRAP, DOI DOI 10.1201/9780429246593
[7]   A dependence metric for possibly nonlinear processes [J].
Granger, CW ;
Maasoumi, E ;
Racine, J .
JOURNAL OF TIME SERIES ANALYSIS, 2004, 25 (05) :649-669
[8]   Testing the Gaussian copula hypothesis for financial assets dependences [J].
Malevergne, Y ;
Sornette, D .
QUANTITATIVE FINANCE, 2003, 3 (04) :231-250
[9]  
NELSEN RB, 1999, INTOR COPULAS
[10]  
PATTON A, 2004, 483 FIN MARK GROUPS