Estimation of stable distributions by indirect inference

被引:25
|
作者
Garcia, Rene [1 ]
Renault, Eric [2 ]
Veredas, David [3 ]
机构
[1] EDHEC Business Sch, Lille, France
[2] Univ N Carolina, Chapel Hill, NC USA
[3] Univ Libre Bruxelles, ECARES, Solvay Brussels Sch Econ & Management, Brussels, Belgium
关键词
Stable distribution; Indirect inference; Constrained indirect inference; Skewed-t distribution; PORTFOLIO SELECTION; INFORMATION; CONTINUUM; MOMENTS; MODELS; GARCH;
D O I
10.1016/j.jeconom.2010.12.007
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article deals with the estimation of the parameters of an a-stable distribution with indirect inference, using the skewed-t distribution as an auxiliary model. The latter distribution appears as a good candidate since it has the same number of parameters as the a-stable distribution, with each parameter playing a similar role. To improve the properties of the estimator in finite sample, we use constrained indirect inference. In a Monte Carlo study we show that this method delivers estimators with good properties in finite sample. We provide an empirical application to the distribution of jumps in the S&P 500 index returns. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:325 / 337
页数:13
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