Copula representation of bivariate L-moments: a new estimation method for multiparameter two-dimensional copula models

被引:16
|
作者
Brahimi, Brahim [1 ]
Chebana, Fateh [2 ]
Necir, Abdelhakim [1 ]
机构
[1] Mohamed Khider Univ Biskra, Lab Appl Math, Biskra 07000, Algeria
[2] INRS ETE, INRS, Ctr Eau Terre Environement ETE, Quebec City, PQ G1K 9A9, Canada
关键词
Primary: 62G05; Secondary: 62G20; Archimedean copulas; multivariate L-moments; parametric estimation; copulas; FGM copulas; dependence; SEMIPARAMETRIC ESTIMATION; ARCHIMEDEAN COPULAS; MAXIMUM-LIKELIHOOD; HIGH DIMENSIONS; DISTRIBUTIONS;
D O I
10.1080/02331888.2014.932792
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
Serfling and Xiao [A contribution to multivariate L-moments, L-comoment matrices. J Multivariate Anal. 2007;98:1765-1781] extended the L-moment theory to the multivariate setting. In the present paper, we focus on the two-dimensional random vectors to establish a link between the bivariate L-moments (BLM) and the underlying bivariate copula functions. This connection provides a new estimate of dependence parameters of bivariate statistical data. Extensive simulation study is carried out to compare estimators based on the BLM, the maximum likelihood, the minimum distance and a rank approximate Z-estimation. The obtained results show that, when the sample size increases, BLM-based estimation performs better as far as the bias and computation time are concerned. Moreover, the root-mean-squared error is quite reasonable and less sensitive in general to outliers than those of the above cited methods. Further, the proposed BLM method is an easy-to-use tool for the estimation of multiparameter copula models. A generalization of the BLM estimation method to the multivariate case is discussed.
引用
收藏
页码:497 / 521
页数:25
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