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Correcting For Spatial Effects In Limited Dependent Variable Regression: Assessing The Value Of "Ad-Hoc" Techniques

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de Pinto, Alessandro
Nelson, Gerald C.

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Abstract

A common test for spatial dependence in regression analysis with continuous dependent variables is the Moran’'s I. For limited dependent variable models, the standard definition of a residual breaks down because yi is qualitative. Efforts to correct for potential spatial effects in limited dependent variable models have relied on ad-hoc methods such as including a spatial lag variable or using a regular sample that omits neighboring observations. Kelejian and Prucha have recently developed a version of Moran’'s I for limited dependent variable models. We present the statistic in a more accessible way and use it to test the value of previously-used ad-hoc techniques with a specific data set. Keywords: Moran’s I, Spatial Autocorrelation, Limited Dependent Variable Models, Land-Use Change, Geographical Information Systems (GIS),

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Paper provided by American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association) in its series 2002 Annual meeting, July 28-31, Long Beach, CA with number 19782.

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Date of creation: 2002
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Handle: RePEc:ags:aaea02:19782

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Related research
Keywords: Moran’'s I; Spatial Autocorrelation; Limited Dependent Variable Models; Land-Use Change; Geographical Information Systems (GIS); Research Methods/ Statistical Methods;

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  1. Munroe, Darla & Southworth, Jane & Tucker, Catherine M., 2001. "The Dynamics Of Land-Cover Change In Western Honduras: Spatial Autocorrelation And Temporal Variation," 2001 Annual meeting, August 5-8, Chicago, IL 20759, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
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  1. Mueller, Daniel & Munroe, Darla K., 2004. "Tradeoffs Between Rural Development Policies And Forest Protection: Spatially-Explicit Modeling In The Central Highlands Of Vietnam," 2004 Annual meeting, August 1-4, Denver, CO 20264, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
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