Estimation of Multivariate Semiparametric GARCH Filtered Copula Models

主讲人

Yanping Yi

简介

<p>The semiparametric copula-based multivariate GARCH models of Chen and Fan (2006, Journal of Econometrics 135, 125-154) have been found very useful to quantify multivariate risks, in which univariate parametric or semiparametric GARCH models are used to model the temporal dependence of individual financial series, and parametric copulas are used to capture the contemporaneous dependence among semiparametric GARCH filtered residuals with nonparametric marginal distributions. In this paper, we analyze the effect of first stage estimation error on the estimation of copula parameters, which is important for statistical inference. In particular, for semiparametric / non-parametric GARCH filtered residuals, we address three questions (1)Will the asymptotic distribution of the two-step copula parameter estimator be affected by the first stage estimation error ? (2) How will the estimation of the dynamic GARCH parameters affect the sieve MLE of copula parameters? (3) Will the sieve MLE of copula parameters be more efficient than the two-step copula parameter estimator? Simulation studies are provided to examine the asymptotic properties and the finite sample performances of various estimators.</p>

时间

2015-12-22(Tuesday)16:40-18:00

地点

N303, Econ Building

讲座语言

English

主办单位

WISE&SOE

承办单位

类型

系列讲座

联系人信息

主持人

Yu Ren

专题网站

专题

主讲人简介

<p>Associate Professor, School of Economics, SUFE</p> <p><a href="/Upload/File/2015/12/2015121506560141.pdf"><span style="color: rgb(0, 0, 255);"><strong><u>Prof. Yanping Yi's CV</u></strong></span></a></p> <p>&nbsp;</p>

期数

厦门大学高级计量经济学与统计学系列讲座2015秋季学期第十讲(总第73讲)

主讲人: Yanping Yi
主讲人简介:

Associate Professor, School of Economics, SUFE

Prof. Yanping Yi's CV

 

主持人: Yu Ren
简介:
系列讲座
时间: 2015-12-22(Tuesday)16:40-18:00
地点: N303, Econ Building
期数: 厦门大学高级计量经济学与统计学系列讲座2015秋季学期第十讲(总第73讲)
主办单位: WISE&SOE
类型: 系列讲座