Semiparametric estimation of partially linear panel data models

Semiparametric estimation of partially linear panel data models

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1、JOIJRNALOFEconometricsELSEZVIEIRJournalofEconometrics71(1996)389-397SemiparametricestimationofpartiallylinearpaneldatamodelsQiLi,ThanasisStengosDepartmentofEconomics,UniversityofGuelph,Guelph,Ont.NIG2WI.Canada(ReceivedJune1992;finalversionreceivedOct

2、ober1994)AbstractInthispaperweconsiderestimatingageneralpartiallylinearsemiparametricpaneldatamodel,whereweallowforsomeoftheregressorstobecorrelatedwiththeerrors.WeassumetheusualempiricalcaseofNlargeandTsmallandasinRobinson(1988)theproposedinstrument

3、alvariableestimatorisshowntobe&-consistent.Keywords:Semiparametric;Paneldata;Instrumentalvariables;PartiallylinearmodelsJELclassijcation:C14;C23.1.IntroductionEconomicresearchhasbeenenrichedbytheavailabilityofpaneldatathatmeasureindividualcross-secti

4、onalbehaviourovertime.Hsiao(1986)reviewstheliteratureofestimationandinferenceinparametricpaneldatamodels.Inthispaper,weadoptasemiparametricapproachtomodellingageneralpartiallylinearpaneldatamodel.Weallowsomeoftheregressorstobecorrelatedwiththeerrorte

5、rm.Weproposetoestimatethemodelbyinstrumentalvariable(IV)estimationbyadaptingRobinsons(1988)framework.TheproposedIVestimatorisshowntobefl-consistent.*Correspondingauthor.Wewouldliketothankaneditor,anassociateeditor,andtworefereesforhelpfulcomments.Wew

6、ouldalsoliketoacknowledgethefinancialsupportfromtheSocialSciencesandHumanitiesResearchCouncilofCanada.0304-4076/96/$15.0001996ElsevierScienceS.A.AllrightsreservedSSDI0304407694017118390Q.Li,T.StengoslJournalofEconometrics71(1996)389-3972.ThemodelWeco

7、nsiderthefollowingsemiparametricpaneldatamodel:Yit=XitP+e(zit)+42,i=l,...,N,t=l,...,T,(I)wherexitandzilareofdimensionpandqrespectively,/Iisapx1unknownparametervector,andthefunctionalformof0(.)isunknowntotheresearcher.Someorallthecomponentsofxitmaybec

8、orrelatedwiththeerrornit.WeconsiderthecommonempiricalcaseofNlargeandTsmall.Inordertogetafi-consistentestimatorof/I,wehave,asinRobinson(1988),toeliminatetheunknownfunctional0(.).Takingconditionalexpectationof(1)yieldsE(~itIZit)=E(xitIzit)P+@(zit).(2)S

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