• 综合
  • 标题
  • 关键词
  • 摘要
  • 学者
  • 期刊-刊名
  • 期刊-ISSN
  • 会议名称
搜索

作者:

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

收录:

Scopus SCIE

摘要:

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.

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

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

电子邮件地址:

查看成果更多字段

相关关键词:

相关文章:

来源 :

JOURNAL OF THE KOREAN STATISTICAL SOCIETY

ISSN: 1226-3192

年份: 2015

期: 3

卷: 44

页码: 419-431

0 . 6 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:54

JCR分区:4

中科院分区:4

被引次数:

WoS核心集被引频次: 7

SCOPUS被引频次: 8

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: 3

归属院系:

在线人数/总访问数:2453/2922349
地址:北京工业大学图书馆(北京市朝阳区平乐园100号 邮编:100124) 联系我们:010-67392185
版权所有:北京工业大学图书馆 站点建设与维护:北京爱琴海乐之技术有限公司