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作者:

Tian, Ruiqin (Tian, Ruiqin.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根) | Liu, Chunling (Liu, Chunling.)

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Scopus SCIE

摘要:

In this paper, we focus on the variable selection for semiparametric varying coefficient partially linear models with longitudinal data. A new variable selection procedure is proposed based on the combination of the basis function approximations and quadratic inference functions. The proposed procedure simultaneously selects significant variables in the parametric components and the nonparametric components. With appropriate selection of the tuning parameters, we establish the consistency and asymptotic normality of the resulting estimators. Extensive Monte Carlo simulation studies are conducted to examine the finite sample performance of the proposed variable selection procedure. We further illustrate the proposed procedure by an application. (C) 2014 Elsevier Inc. All rights reserved.

关键词:

Longitudinal data Quadratic inference functions Semiparametric varying coefficient partially linear models Variable selection

作者机构:

  • [ 1 ] [Tian, Ruiqin]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Liu, Chunling]Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Hong Kong, Peoples R China

通讯作者信息:

  • 薛留根

    [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

JOURNAL OF MULTIVARIATE ANALYSIS

ISSN: 0047-259X

年份: 2014

卷: 132

页码: 94-110

1 . 6 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:56

JCR分区:2

中科院分区:3

被引次数:

WoS核心集被引频次: 15

SCOPUS被引频次: 16

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:

近30日浏览量: 2

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