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Asymptotic Distributions of Quasi-Maximum Likelihood Estimators for Spatial Autoregressive Models

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Lung-Fei Lee

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Abstract

This paper investigates asymptotic properties of the maximum likelihood estimator and the quasi-maximum likelihood estimator for the spatial autoregressive model. The rates of convergence of those estimators may depend on some general features of the spatial weights matrix of the model. It is important to make the distinction with different spatial scenarios. Under the scenario that each unit will be influenced by only a few neighboring units, the estimators may have $\sqrt{n}$ n -rate of convergence and be asymptotically normal. When each unit can be influenced by many neighbors, irregularity of the information matrix may occur and various components of the estimators may have different rates of convergence. Copyright The Econometric Society 2004.

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File URL: http://hdl.handle.net/10.1111/j.1468-0262.2004.00558.x
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Publisher Info
Article provided by Econometric Society in its journal Econometrica.

Volume (Year): 72 (2004)
Issue (Month): 6 (November)
Pages: 1899-1925
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Handle: RePEc:ecm:emetrp:v:72:y:2004:i:6:p:1899-1925

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  1. Zhenlin Yang, 2006. "On Joint Modelling and Testing for Local and Global Spatial Externalities," Working Papers 25-2006, Singapore Management University, School of Economics. [Downloadable!]
  2. Peter Robinson, 2008. "Large-sample inference on spatial dependence," CeMMAP working papers CWP29/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
  3. Kristian Behrens & Frédéric Robert-Nicoud, 2008. "Survival of the Fittest in Cities: Agglomeration, Selection and Polarisation," SERC Discussion Papers 0012, Spatial Economics Research Centre, LSE. [Downloadable!]
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  4. Nejat Anbarci & Eric Floehr & Jungmin Lee & Joon Jin Song, 2008. "Economic Bias of Weather Forecasting: A Spatial Modeling Approach," Economics Series 2008_12, Deakin University, Faculty of Business and Law, School of Accounting, Economics and Finance. [Downloadable!]
  5. Harry H. Kelejian & Ingmar R. Prucha, 2008. "Specification and Estimation of Spatial Autoregressive Models with Autoregressive and Heteroskedastic Disturbances," CESifo Working Paper Series CESifo Working Paper No. , CESifo Group Munich. [Downloadable!]
  6. Zhenlin Yang & Liangjun Su, 2007. "Instrumental Variable Quantile Estimation of Spatial Autoregressive Models," Working Papers 05-2007, Singapore Management University, School of Economics. [Downloadable!]
  7. Zhenlin Yang, 2009. "A Robust LM Test for Spatial Error Components," Working Papers 04-2009, Singapore Management University, School of Economics. [Downloadable!]
  8. Cem Ertur & Wilfried Koch, 2008. "A Contribution to the Schumpeterian Growth Theory and Empirics," Post-Print halshs-00327641_v1, HAL. [Downloadable!]
  9. Harald Badinger & Peter Egger, 2008. "Horizontal versus Vertical Interdependence in Multinational Activity," CESifo Working Paper Series CESifo Working Paper No. , CESifo Group Munich. [Downloadable!]
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