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由函数协变量分层的部分线性变系数模型

Partially Linear Varying Coefficient Models Stratified by a Functional Covariate.

作者信息

Maity Arnab, Huang Jianhua Z

机构信息

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

出版信息

Stat Probab Lett. 2012 Oct;82(10):1807-1814. doi: 10.1016/j.spl.2012.06.002. Epub 2012 Jun 9.

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.

摘要

我们考虑半参数变系数模型中的估计问题,其中修正变系数的协变量是函数形式的且采用非参数方式建模。我们开发了基于核的非参数分量估计器和模型参数分量的轮廓估计器,并推导了它们的渐近性质。具体而言,我们证明了非参数函数估计的一致性,并推导了参数分量估计的渐近展开式。我们通过模拟研究和实际数据应用来说明我们方法的性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e9e2/3419621/5029b642a008/nihms391349f1.jpg

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