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Author:

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

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EI Scopus SCIE PubMed

Abstract:

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.

Keyword:

Author Community:

  • [ 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

Reprint Author's Address:

  • [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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Source :

COMPUTATIONAL AND MATHEMATICAL METHODS IN MEDICINE

ISSN: 1748-670X

Year: 2020

Volume: 2020

ESI Discipline: MATHEMATICS;

ESI HC Threshold:46

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 10

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