Generalized method of moments estimation when a parameter is on a boundary

被引:25
|
作者
Andrews, DWK [1 ]
机构
[1] Yale Univ, Cowles Fdn Res Econ, New Haven, CT 06520 USA
关键词
asymptotic distribution; boundary; equality restriction; inequality restriction; partially linear model; semiparametric estimator;
D O I
10.1198/073500102288618667
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article establishes the asymptotic distributions of generalized method of moments (GMM) estimators when the true parameter lies on the boundary of the parameter space. The conditions allow the estimator objective function to be nonsmooth and to depend on preliminary estimators. The boundary of the parameter space may be curved and/or kinked. The article discusses three examples: (1) instrumental variables (IV) estimation of a regression model with nonlinear equality and/or inequality restrictions on the parameters; (2) method of simulated moments estimation of a multinomial discrete response model with some random coefficient variances equal to 0, some random effect variances equal to 0, or some measurement error variances equal to 0; and (3) semiparametric least squares estimation of a partially linear regression model with nonlinear equality and/or inequality restrictions on the parameters.
引用
收藏
页码:530 / 544
页数:15
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