Title of article
Local polynomial estimation of nonparametric simultaneous equations models
Author/Authors
Su، نويسنده , , Liangjun and Ullah، نويسنده , , Aman، نويسنده ,
Issue Information
دوفصلنامه با شماره پیاپی سال 2008
Pages
26
From page
193
To page
218
Abstract
We define a new procedure for consistent estimation of nonparametric simultaneous equations models under the conditional mean independence restriction of Newey et al. [1999. Nonparametric estimation of triangular simultaneous equation models. Econometrica 67, 565–603]. It is based upon local polynomial regression and marginal integration techniques. We establish the asymptotic distribution of our estimator under weak data dependence conditions. Simulation evidence suggests that our estimator may significantly outperform the estimators of Pinkse [2000. Nonparametric two-step regression estimation when regressors and errors are dependent. Canadian Journal of Statistics 28, 289–300] and Newey and Powell [2003. Instrumental variable estimation of nonparametric models. Econometrica 71, 1565–1578].
Keywords
Additive nonparametric regression , Instrumental variables , Local polynomial regression , Structural models
Journal title
Journal of Econometrics
Serial Year
2008
Journal title
Journal of Econometrics
Record number
1559399
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