Efficient method of moments estimation of a stochastic volatility model: A Monte Carlo study

被引:111
作者
Andersen, TG
Chung, HJ
Sorensen, BE
机构
[1] Brown Univ, Dept Econ, Providence, RI 02912 USA
[2] Northwestern Univ, JL Kellogg Grad Sch Management, Dept Finance, Evanston, IL 60208 USA
关键词
stochastic volatility; GMM; EMM; Monte Carlo;
D O I
10.1016/S0304-4076(98)00049-9
中图分类号
F [经济];
学科分类号
02 ;
摘要
We perform an extensive Monte Carlo study of efficient method of moments (EMM) estimation of a stochastic volatility model. EMM uses the expectation under the structural model of the score from an auxiliary model as moment conditions. We examine the sensitivity to the choice of auxiliary model using ARCH, GARCH, and EGARCH models for the score as well as nonparametric extensions. EMM efficiency approaches that of maximum likelihood for larger sample sizes. Inference is sensitive to the choice of auxiliary model in small samples, but robust in larger samples. Specification tests and 't-tests' show little size distortion. (C) 1999 Elsevier Science S.A. All rights reserved. JEL classtficatiolz: C15; C22.
引用
收藏
页码:61 / 87
页数:27
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