Finite sample properties of estimators of spatial autoregressive models with autoregressive disturbances

被引:70
作者
Das, D [1 ]
Kelejian, HH
Prucha, IR
机构
[1] Freddie Mac, Reston, VA USA
[2] Univ Maryland, Dept Econ, College Pk, MD 20742 USA
关键词
spatial autoregressive models; ordinary least squares; two-stage least squares; maximum likelihood; finite sample distribution;
D O I
10.1007/s101100200107
中图分类号
F [经济];
学科分类号
02 ;
摘要
The article investigates the finite sample properties of estimators for spatial autoregrqssive models where the disturbance terms may follow a spatial autoregressive process. In particular we investigate the finite sample behavior of the feasible generalized spatial two-stage least squares (FGS2SLS) estimator introduced by Kelejian and Prucha (1998), the maximum likelihood (ML) estimator, as well as that of several other estimators. We find that the FGS2SLS estimator is virtually as efficient as the ML estimator. This is important because the ML estimator is computationally burdensome, and may even be forbidding in large samples, while the FGS2SLS estimator remains computationally feasible in large samples.
引用
收藏
页码:1 / 26
页数:26
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