| Literature DB >> 22904586 |
Arnab Maity1, Jianhua Z Huang.
Abstract
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.Entities:
Year: 2012 PMID: 22904586 PMCID: PMC3419621 DOI: 10.1016/j.spl.2012.06.002
Source DB: PubMed Journal: Stat Probab Lett ISSN: 0167-7152 Impact factor: 0.870