Literature DB >> 22904586

Partially Linear Varying Coefficient Models Stratified by a Functional Covariate.

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


  1 in total

1.  Statistical Methods with Varying Coefficient Models.

Authors:  Jianqing Fan; Wenyang Zhang
Journal:  Stat Interface       Date:  2008       Impact factor: 0.582

  1 in total
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1.  Interaction Models for Functional Regression.

Authors:  Joseph Usset; Ana-Maria Staicu; Arnab Maity
Journal:  Comput Stat Data Anal       Date:  2016-02-01       Impact factor: 1.681

  1 in total

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