Nonparametric estimation and testing of fixed effects panel data models

被引:173
|
作者
Henderson, Daniel J. [1 ]
Carroll, Raymond J. [2 ]
Li, Qi [3 ,4 ]
机构
[1] SUNY Binghamton, Dept Econ, Binghamton, NY 13902 USA
[2] Texas A&M Univ, Dept Stat, College Stn, TX 77843 USA
[3] Texas A&M Univ, Dept Econ, College Stn, TX 77843 USA
[4] Tsinghua Univ, Dept Econ, Beijing 100084, Peoples R China
关键词
fixed effects models; model specification tests; nonparametric kernel method; panel data; partially linear model; profile method; random effects models; semiparametric efficiency bound;
D O I
10.1016/j.jeconom.2008.01.005
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper we consider the problem of estimating nonparametric panel data models with fixed effects. We introduce an iterative nonparametric kernel estimator. We also extend the estimation method to the case of a semiparametric partially linear fixed effects model. To determine whether a parametric, semiparametric or nonparametric model is appropriate, we propose test statistics to test between the three alternatives in practice. We further propose a test statistic for testing the null hypothesis of random effects against fixed effects in a nonparametric panel data regression model. Simulations are used to examine the finite sample performance of the proposed estimators and the test statistics. Published by Elsevier B.V.
引用
收藏
页码:257 / 275
页数:19
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