Semiparametric estimation in copula models

被引:179
|
作者
Tsukahara, H [1 ]
机构
[1] Seijo Univ, Fac Econ, Tokyo, Japan
关键词
asymptotic distribution; copula model; empirical copula; minimum distance method; rank; semiparametric model; simulation; Z-estimator;
D O I
10.1002/cjs.5540330304
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
The author recalls the limiting behaviour of the empirical copula process and applies it to prove some asymptotic properties of a minimum distance estimator for a Euclidean parameter in a copula model. The estimator in question is semiparametric in that no knowledge of the marginal distributions is necessary. The author also proposes another semiparametric estimator which he calls "rank approximate Z-estimator" and whose asymptotic normality he derives. He further presents Monte Carlo simulation results for the comparison of various estimators in four well-known bivariate copula models.
引用
收藏
页码:357 / 375
页数:19
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