Spatial Panel Data Models

Spatial Panel Data Models

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时间:2019-07-16

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1、C.2SpatialPanelDataModelsJ.PaulElhorstC.2.1IntroductionInrecentyears,thespatialeconometricsliteraturehasexhibitedagrowinginterestinthespecificationandestimationofeconometricrelationshipsbasedonspatialpanels.Spatialpanelstypicallyrefertodatacontainingt

2、imeseriesobservationsofanumberofspatialunits(zipcodes,municipalities,regions,states,jurisdictions,countries,etc.).Thisinterestcanbeexplainedbythefactthatpaneldataofferre-searchersextendedmodelingpossibilitiesascomparedtothesingleequationcross-sectiona

3、lsetting,whichwastheprimaryfocusofthespatialeconometricsliteratureforalongtime.Paneldataaregenerallymoreinformative,andtheycon-tainmorevariationandlesscollinearityamongthevariables.Theuseofpaneldataresultsinagreateravailabilityofdegreesoffreedom,andhe

4、nceincreasesef-ficiencyintheestimation.Paneldataalsoallowforthespecificationofmorecomplicatedbehavioralhypotheses,includingeffectsthatcannotbeaddressedus-ingpurecross-sectionaldata(seeHsiao2005formoredetails).Elhorst(2003)hasprovidedareviewofissuesari

5、singintheestimationoffourpaneldatamodelscommonlyusedinappliedresearchextendedtoincludespatialerrorautocorrelationoraspatiallylaggeddependentvariable:fixedeffects,ran-domeffects,fixedcoefficients,andrandomcoefficientsmodels.Inaddition,Mat-labroutinesto

6、estimatethefixedeffectsandrandomeffectsmodelshavebeenprovidedathiswebsite,seeor.Manystudieshaveappliedtheseroutinesbynowtoes-timateregionallabormarketmodels,economicgrowthmodels

7、,publicexpendi-turesortaxsettingmodels,andagriculturalmodels.Theseapplicationshaveledtonewinsights,developmentsandextensions,butalsotonewquestionsandmisun-derstandings.Thischapterreviewsandorganizestheserecentmethodologies.Itdealswiththepossibilitytot

8、estforspatialinteractioneffectsinstandardpaneldatamodels,theestimationoffixedeffectsandthedeterminationoftheirsignifi-cancelevels,thepossibilitytotestthefixedeffectsspecificationagainsttheran-domeffectsspecificationofpaneldatamodelsextendedtoi

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