Simple diagnostic tests for spatial dependence

被引:1345
作者
Anselin, L
Bera, AK
Florax, R
Yoon, MJ
机构
[1] UNIV ILLINOIS, DEPT ECON, CHAMPAIGN, IL 61820 USA
[2] W VIRGINIA UNIV, REG RES INST, MORGANTOWN, WV 26506 USA
[3] W VIRGINIA UNIV, DEPT ECON, MORGANTOWN, WV 26506 USA
[4] WAGENINGEN UNIV AGR, DEPT GEN ECON, 6700 EW WAGENINGEN, NETHERLANDS
[5] CALIF STATE UNIV LOS ANGELES, DEPT ECON, LOS ANGELES, CA 90032 USA
基金
美国国家科学基金会;
关键词
spatial autocorrelation; specification tests; Lagrange multiplier tests; local misspecification; Monte Carlo studies;
D O I
10.1016/0166-0462(95)02111-6
中图分类号
F [经济];
学科分类号
02 ;
摘要
In this paper we propose simple diagnostic tests, based on ordinary least-squares (OLS) residuals, for spatial error autocorrelation in the presence of a spatially lagged dependent variable and for spatial lag dependence in the presence of spatial error autocorrelation, applying the modified Lagrange multiplier (LM) test developed by Bera and Yoon (Econometric Theory, 1993, 9, 649-658). Our new tests may be viewed as computationally simple and robust alternatives to some existing procedures in spatial econometrics. We provide empirical illustrations to demonstrate the usefulness of the proposed tests. The finite sample size and power performance of the tests are also investigated through a Monte Carlo study. The results indicate that the adjusted LM tests have good finite sample properties. In addition, they prove to be more suitable for the identification of the source of dependence (lag or error) than their unadjusted counterparts.
引用
收藏
页码:77 / 104
页数:28
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