BIAS CORRECTION ESTIMATOR FOR A DYNAMIC PANEL DATA MODEL WITH FIXED EFFECTS USING AN ITERATED BOOTSTRAP

被引:0
作者
Yu, Gang [1 ,2 ,3 ]
Gao, Wei [1 ,2 ]
Shi, Ning-Zhong [1 ,2 ]
机构
[1] NE Normal Univ, Key Lab Appl Stat MOE, Changchun 130024, Jilin, Peoples R China
[2] NE Normal Univ, Sch Math & Stat, Changchun 130024, Jilin, Peoples R China
[3] Dongbei Univ Finance & Econ, Sch Math & Quantitat Econ, Dalian 116025, Liaoning, Peoples R China
来源
HACETTEPE JOURNAL OF MATHEMATICS AND STATISTICS | 2011年 / 40卷 / 01期
基金
中国国家自然科学基金;
关键词
Bias correction estimator (BCE); Panel data; Fixed effects; Maximum likelihood estimator (MLE); Alternating iterative maximum likelihood estimator (AIMLE); Asymptotic normality; MAXIMUM-LIKELIHOOD-ESTIMATION; INFERENCE;
D O I
暂无
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
A bias correction estimator (BCE) for a dynamic panel data model with fixed effects is given, based on the alternating iterative maximum likelihood estimator (AIMLE). The new estimator is asymptotically unbiased and consistent. Monte Carlo studies are conducted to evaluate the finite sample properties of the MLE, AIMLE and BCE. It is shown that the BCE based on AIMLE appears to dominate the AIMLE approach both in terms of the median bias (Bias) and median absolute error (MAE) of the estimators.
引用
收藏
页码:105 / 114
页数:10
相关论文
共 16 条
[1]   EFFICIENT ESTIMATION OF MODELS FOR DYNAMIC PANEL-DATA [J].
AHN, SC ;
SCHMIDT, P .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :5-27
[2]   SOME TESTS OF SPECIFICATION FOR PANEL DATA - MONTE-CARLO EVIDENCE AND AN APPLICATION TO EMPLOYMENT EQUATIONS [J].
ARELLANO, M ;
BOND, S .
REVIEW OF ECONOMIC STUDIES, 1991, 58 (02) :277-297
[3]   ANOTHER LOOK AT THE INSTRUMENTAL VARIABLE ESTIMATION OF ERROR-COMPONENTS MODELS [J].
ARELLANO, M ;
BOVER, O .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :29-51
[4]   Initial conditions and moment restrictions in dynamic panel data models [J].
Blundell, R ;
Bond, S .
JOURNAL OF ECONOMETRICS, 1998, 87 (01) :115-143
[5]   Bias-coffected estimation in dynamic panel data models with heteroscedasticity [J].
Bun, Maurice J. G. ;
Carree, Martin A. .
ECONOMICS LETTERS, 2006, 92 (02) :220-227
[6]   Bias-corrected estimation in dynamic panel data models [J].
Bun, MJG ;
Carree, MA .
JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2005, 23 (02) :200-210
[7]   Asymptotically unbiased inference for a dynamic panel model with fixed effects when both n and T are large [J].
Hahn, JY ;
Kuersteiner, G .
ECONOMETRICA, 2002, 70 (04) :1639-1657
[8]  
Hansen G., 2001, Allgemeines Statistisches Archiv, V85, P127
[9]   Maximum likelihood estimation of fixed effects dynamic panel data models covering short time periods [J].
Hsiao, C ;
Pesaran, MH ;
Tahmiscioglu, AK .
JOURNAL OF ECONOMETRICS, 2002, 109 (01) :107-150
[10]   ON BIAS, INCONSISTENCY, AND EFFICIENCY OF VARIOUS ESTIMATORS IN DYNAMIC PANEL-DATA MODELS [J].
KIVIET, JF .
JOURNAL OF ECONOMETRICS, 1995, 68 (01) :53-78