Estimation of spatial autoregressive panel data models with fixed effects

被引:555
|
作者
Lee, Lung-fei [1 ]
Yu, Jihai [2 ]
机构
[1] Ohio State Univ, Dept Econ, Columbus, OH 43210 USA
[2] Univ Kentucky, Dept Econ, Lexington, KY 40506 USA
关键词
Spatial autoregression; Panel data; Fixed effects; Quasi-maximum likelihood estimation; Conditional likelihood; MAXIMUM LIKELIHOOD ESTIMATORS; REGRESSION-MODELS; DYNAMIC-MODELS;
D O I
10.1016/j.jeconom.2009.08.001
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper establishes asymptotic properties of quasi-maximum likelihood estimators for SAR panel data models with fixed effects and SAR disturbances. A direct approach is to estimate all the parameters including the fixed effects. Because of the incidental parameter problem, some parameter estimators may be inconsistent or their distributions are not properly centered. We propose an alternative estimation method based on transformation which yields consistent estimators with properly centered distributions. For the model with individual effects only, the direct approach does not yield a consistent estimator of the variance parameter unless T is large, but the estimators for other common parameters are the same as those of the transformation approach. We also consider the estimation of the model with both individual and time effects. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:165 / 185
页数:21
相关论文
共 50 条
  • [21] Profile quasi-maximum likelihood estimation for semiparametric varying-coefficient spatial autoregressive panel models with fixed effects
    Tian, Ruiqin
    Xia, Miaojie
    Xu, Dengke
    [J]. STATISTICAL PAPERS, 2024,
  • [22] Data driven robust estimation methods for fixed effects panel data models
    Beyaztas, Beste Hamiye
    Bandyopadhyay, Soutir
    [J]. JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2022, 92 (07) : 1401 - 1425
  • [23] Quantile regression for general spatial panel data models with fixed effects
    Dai, Xiaowen
    Yan, Zhen
    Tian, Maozai
    Tang, ManLai
    [J]. JOURNAL OF APPLIED STATISTICS, 2020, 47 (01) : 45 - 60
  • [24] Tests for time-varying coefficient spatial autoregressive panel data model with fixed effects
    Tian, Lingling
    Su, Yunan
    Wei, Chuanhua
    [J]. STATISTICAL PAPERS, 2024,
  • [25] Robust estimation of dynamic fixed-effects panel data models
    Michele Aquaro
    Pavel Čížek
    [J]. Statistical Papers, 2014, 55 : 169 - 186
  • [26] Fixed Effects Estimation of Large-T Panel Data Models
    Fernandez-Val, Ivan
    Weidner, Martin
    [J]. ANNUAL REVIEW OF ECONOMICS, VOL 10, 2018, 10 : 109 - 138
  • [27] Shrinkage estimation of dynamic panel data models with interactive fixed effects
    Lu, Xun
    Su, Liangjun
    [J]. JOURNAL OF ECONOMETRICS, 2016, 190 (01) : 148 - 175
  • [28] Robust estimation of dynamic fixed-effects panel data models
    Aquaro, Michele
    Cizek, Pavel
    [J]. STATISTICAL PAPERS, 2014, 55 (01) : 169 - 186
  • [29] Nonparametric estimation of fixed effects panel data varying coefficient models
    Rodriguez-Poo, Juan M.
    Soberon, Alexandra
    [J]. JOURNAL OF MULTIVARIATE ANALYSIS, 2015, 133 : 95 - 122
  • [30] Semiparametric Spatial Autoregressive Panel Data Model with Fixed Effects and Time-Varying Coefficients
    Liang, Xuan
    Gao, Jiti
    Gong, Xiaodong
    [J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2022, 40 (04) : 1784 - 1802