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作者:

Zhang, Jinghua (Zhang, Jinghua.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根)

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摘要:

Semiparametric generalized varying coefficient partially linear models with longitudinal data arise in contemporary biology, medicine, and life science. In this paper, we consider a variable selection procedure based on the combination of the basis function approximations and quadratic inference functions with SCAD penalty. 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, sparsity, and asymptotic normality of the resulting estimators. The finite sample performance of the proposed methods is evaluated through extensive simulation studies and a real data analysis.

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作者机构:

  • [ 1 ] [Zhang, Jinghua]Jingdezhen Ceram Inst, Dept Informat Engn, Jingdezhen, Jiangxi, Peoples R China
  • [ 2 ] [Zhang, Jinghua]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China
  • [ 3 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

通讯作者信息:

  • [Zhang, Jinghua]Jingdezhen Ceram Inst, Dept Informat Engn, Jingdezhen, Jiangxi, Peoples R China;;[Zhang, Jinghua]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

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来源 :

COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE

ISSN: 1748-670X

年份: 2020

卷: 2020

ESI学科: MATHEMATICS;

ESI高被引阀值:46

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次: 1

ESI高被引论文在榜: 0 展开所有

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