Asymptotic distribution of the OLS estimator for a purely autoregressive spatial model

被引:7
|
作者
Mynbaev, Kairat T. [1 ]
Ullah, Aman [2 ]
机构
[1] Kazakh British Tech Univ, Int Sch Econ, Alma Ata 050000, Kazakhstan
[2] Univ Calif Riverside, Dept Econ, Riverside, CA 92521 USA
关键词
Spatial model; OLS estimator; Asymptotic distribution; Maximum likelihood; Method of moments;
D O I
10.1016/j.jmva.2007.04.002
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We derive the asymptotics of the OLS estimator for a purely autoregressive spatial model. Only low-level conditions are used. As the sample size increases, the spatial matrix is assumed to approach a square-integrable function on the square (0, 1)(2). The asymptotic distribution is a ratio of two infinite linear combinations of chi(2) variables. The formula involves eigenvalues of an integral operator associated with the function approached by the spatial matrices. Under the conditions imposed identification conditions for the maximum likelihood method and method of moments fail. A corrective two-step procedure using the OLS estimator is proposed. (C) 2007 Elsevier Inc. All rights reserved.
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页码:245 / 277
页数:33
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