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作者:

Wang, Qihua (Wang, Qihua.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根)

收录:

Scopus SCIE

摘要:

Consider a varying-coefficient single-index model which consists of two parts: the linear part with varying coefficients and the nonlinear part with a single-index structure, and are hence termed as varying-coefficient single-index models. This model includes many important regression models such as single-index models, partially linear single-index models, varying-coefficient model and varying-coefficient partially linear models as special examples. In this paper, we mainly study estimating problems of the varying-coefficient vector, the nonparametric link function and the unknown parametric vector describing the single-index in the model. A stepwise approach is developed to obtain asymptotic normality estimators of the varying-coefficient vector and the parametric vector, and estimators of the nonparametric link function with a convergence rate. The consistent estimator of the structural error variance is also obtained. In addition, asymptotic pointwise confidence intervals and confidence regions are constructed for the varying coefficients and the parametric vector. The bandwidth selection problem is also considered. A simulation study is conducted to evaluate the proposed methods, and real data analysis is also used to illustrate our methods. (C) 2010 Elsevier Inc. All rights reserved.

关键词:

Confidence region Dimension reduction Pointwise confidence interval Stepwise approach

作者机构:

  • [ 1 ] [Wang, Qihua]Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China
  • [ 2 ] [Wang, Qihua]Yunnan Univ, Sch Math & Stat, Kunming 650091, Peoples R China
  • [ 3 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100022, Peoples R China

通讯作者信息:

  • [Wang, Qihua]Chinese Acad Sci, Acad Math & Syst Sci, Beijing 100080, Peoples R China

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来源 :

JOURNAL OF MULTIVARIATE ANALYSIS

ISSN: 0047-259X

年份: 2011

期: 1

卷: 102

页码: 1-19

1 . 6 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:84

JCR分区:2

中科院分区:3

被引次数:

WoS核心集被引频次: 33

SCOPUS被引频次: 35

ESI高被引论文在榜: 0 展开所有

万方被引频次:

中文被引频次:

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