Partially Linear Varying Coefficient Models Stratified by a Functional Covariate.

Stat Probab Lett

Department of Statistics, North Carolina State University, Raleigh NC 27695, U.S.A.

Published: October 2012

We consider the problem of estimation in semiparametric varying coefficient models where the covariate modifying the varying coefficients is functional and is modeled nonparametrically. We develop a kernel-based estimator of the nonparametric component and a profiling estimator of the parametric component of the model and derive their asymptotic properties. Specifically, we show the consistency of the nonparametric functional estimates and derive the asymptotic expansion of the estimates of the parametric component. We illustrate the performance of our methodology using a simulation study and a real data application.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3419621PMC
http://dx.doi.org/10.1016/j.spl.2012.06.002DOI Listing

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