Nonparametric estimation of varying coefficient dynamic panel data models

被引:99
作者
Cai, Zongwu [2 ,3 ]
Li, Qi [1 ,4 ]
机构
[1] Texas A&M Univ, Dept Econ, College Stn, TX 77843 USA
[2] Univ N Carolina, Charlotte, NC 28223 USA
[3] Xiamen Univ, Xiamen, Peoples R China
[4] Tsinghua Univ, Beijing 100084, Peoples R China
关键词
D O I
10.1017/S0266466608080523
中图分类号
F [经济];
学科分类号
02 ;
摘要
We suggest using a class of semiparametric dynamic panel data models to capture individual variations in panel data. The model assumes linearity in some continuous/discrete variables that can be exogenous/endogenous and allows for nonlinearity in other weakly exogenous variables. We propose a nonparametric generalized method of moments (NPGMM) procedure to estimate the functional coefficients, and we establish the consistency and asymptotic normality of the resulting estimators.
引用
收藏
页码:1321 / 1342
页数:22
相关论文
共 35 条
[1]   Efficient estimation of models with conditional moment restrictions containing unknown functions [J].
Ai, CR ;
Chen, XH .
ECONOMETRICA, 2003, 71 (06) :1795-1843
[2]  
[Anonymous], PANEL DATA ECONOMETR
[3]  
[Anonymous], 2005, SEE EFI WORKING PAPE
[4]   On instrumental variable estimation of semiparametric dynamic panel data models [J].
Baltagi, BH ;
Li, Q .
ECONOMICS LETTERS, 2002, 76 (01) :1-9
[5]  
Baltagi H.B., 2005, ECONOMETRIC ANAL PAN
[6]  
CAI Z, 2005, NONPARAMETRIC ESTIMA
[7]  
CAI Z, 2006, EFFICIENT ESTIMATION
[8]   Functional coefficient instrumental variables models [J].
Cai, Zongwu ;
Das, Mitali ;
Xiong, Huaiyu ;
Wu, Xizhi .
JOURNAL OF ECONOMETRICS, 2006, 133 (01) :207-241
[9]   Functional-coefficient regression models for nonlinear time series [J].
Cai, ZW ;
Fan, JQ ;
Yao, QW .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 2000, 95 (451) :941-956
[10]   Nonparametric estimation equations for time series data [J].
Cai, ZW .
STATISTICS & PROBABILITY LETTERS, 2003, 62 (04) :379-390