کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1152280 958277 2012 8 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Partially linear varying coefficient models stratified by a functional covariate
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
پیش نمایش صفحه اول مقاله
Partially linear varying coefficient models stratified by a functional covariate
چکیده انگلیسی
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.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Statistics & Probability Letters - Volume 82, Issue 10, October 2012, Pages 1807-1814
نویسندگان
, ,