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A generalized estimating/pseudo-score equations approach for the estimation of structural equation models

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dc.creator Spiess, Martin
dc.date 2000
dc.date.accessioned 2013-10-16T06:58:51Z
dc.date.available 2013-10-16T06:58:51Z
dc.date.issued 2013-10-16
dc.identifier http://hdl.handle.net/10419/18203
dc.identifier ppn:31930549X
dc.identifier.uri http://koha.mediu.edu.my:8181/xmlui/handle/10419/18203
dc.description The results of two simulation studies suggest a mixed `generalized estimating/pseudo-score equations' approach to lead to more efficient estimators than a GEE approach proposed by Qu, Williams, Beck and Medendorp (1992) or a three-stage approach as proposed e.g. by Schepers, Arminger and Küsters (1991) in panel probit models with binary responses. Furthermore, the mixed approach led to very efficient estimators of regression and correlation structure parameter estimators in an assumed underlying model relative to the ML estimator for an equicorrelation structure. Using the mixed approach, the regression parameters are estimated using generalized estimating equations and the correlation structure parameters are simultaneously estimated using pseudo-score equations. Both sets of parameters are calculated as if they were orthogonal, thereby preserving the robustness of the regression parameter estimators with respect to misspecification of the correlation matrix. Based on the above simulation results, the mixed approach is extended for the estimation of more general structural equation models with ordered categorical or mixed continuous/ordered categorical responses.
dc.language eng
dc.publisher Deutsches Institut für Wirtschaftsforschung (DIW) Berlin
dc.relation DIW-Diskussionspapiere 218
dc.rights http://www.econstor.eu/dspace/Nutzungsbedingungen
dc.subject ddc:330
dc.subject Multivariate probit model
dc.subject generalized estimating equations
dc.subject correlated categorical and continuous responses
dc.subject structural equation models
dc.subject Mikroökonometrie
dc.subject Maximum-Likelihood-Methode
dc.subject Schätztheorie
dc.subject Theorie
dc.title A generalized estimating/pseudo-score equations approach for the estimation of structural equation models
dc.type doc-type:workingPaper


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