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Author:

Tian, Ruiqin (Tian, Ruiqin.) | Xue, Liugen (Xue, Liugen.) (Scholars:薛留根) | Hu, Yuping (Hu, Yuping.)

Indexed by:

Scopus SCIE

Abstract:

In this paper, we consider the problem of variable selection for varying coefficient partially linear models with longitudinal data. A new variable selection procedure is proposed based on smooth-threshold generalized estimating equation (SGEE). The proposed procedure simultaneously selects significant variables in the parametric components and the nonparametric components. The approach avoids the convex optimization problem and is flexible and easy to implement. The consistency and asymptotic normality of the resulting estimators are established. Extensive Monte Carlo simulation studies are conducted to examine the finite sample performance of the proposed variable selection procedure. The proposed procedure is further illustrated by an application. (C) 2015 The Korean Statistical Society. Published by Elsevier B.V. All rights reserved.

Keyword:

Longitudinal data Varying coefficient partially linear models Generalized estimating equations Variable selection

Author Community:

  • [ 1 ] [Tian, Ruiqin]Zhejiang Agr & Forestry Univ, Dept Stat, Hangzhou 311300, Zhejiang, Peoples R China
  • [ 2 ] [Tian, Ruiqin]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Hu, Yuping]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 5 ] [Hu, Yuping]Zhengzhou Univ, Sch Math & Stat, Zhengzhou 450001, Peoples R China

Reprint Author's Address:

  • [Tian, Ruiqin]Zhejiang Agr & Forestry Univ, Dept Stat, Hangzhou 311300, Zhejiang, Peoples R China

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Source :

JOURNAL OF THE KOREAN STATISTICAL SOCIETY

ISSN: 1226-3192

Year: 2015

Issue: 3

Volume: 44

Page: 419-431

0 . 6 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:82

JCR Journal Grade:4

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 8

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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