ESTIMATION OF SOME PARTIALLY SPECIFIED NONLINEAR MODELS

Authors
Citation
Cr. Ai et D. Mcfadden, ESTIMATION OF SOME PARTIALLY SPECIFIED NONLINEAR MODELS, Journal of econometrics, 76(1-2), 1997, pp. 1-37
Citations number
31
Categorie Soggetti
Social Sciences, Mathematical Methods",Economics,"Mathematical, Methods, Social Sciences","Mathematics, Miscellaneous
Journal title
ISSN journal
03044076
Volume
76
Issue
1-2
Year of publication
1997
Pages
1 - 37
Database
ISI
SICI code
0304-4076(1997)76:1-2<1:EOSPSN>2.0.ZU;2-3
Abstract
This paper presents a procedure for analyzing a partially specified no nlinear regression model in which the nuisance parameter is an unrestr icted function of a subset of regressors. The procedure does not requi re parametric modeling of the nuisance parameter but assumes that the model can be transformed into a partially specified linear equation by inverting some nonlinear functions. The model parameters are estimate d by applying Robinson's (1988a) procedure and the estimator is shown to be root N-consistent and asymptotically normal. One attraction of t he estimator is that it is computationally simple, requiring no more t han least squares regressions. A simulation study indicates that the e stimator has practical values.