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作者:

Zhao, Peixin (Zhao, Peixin.) | Li, Gaorong (Li, Gaorong.) (学者:李高荣)

收录:

Scopus SCIE

摘要:

We consider the problem of variable selection for a class of varying coefficient models with instrumental variables. We focus on the case that some covariates are endogenous variables, and some auxiliary instrumental variables are available. An instrumental variable based variable selection procedure is proposed by using modified smooth-threshold estimating equations (SEEs). The proposed procedure can automatically eliminate the irrelevant covariates by setting the corresponding coefficient functions as zero, and simultaneously estimate the nonzero regression coefficients by solving the smooth-threshold estimating equations. The proposed variable selection procedure avoids the convex optimization problem, and is flexible and easy to implement. Simulation studies are carried out to assess the performance of the proposed variable selection method. (C) 2012 Elsevier B.V. All rights reserved.

关键词:

Estimating equation Instrumental variable Variable selection Varying coefficient model

作者机构:

  • [ 1 ] [Zhao, Peixin]Hechi Univ, Dept Math, Guangxi Yizhou 546300, Peoples R China
  • [ 2 ] [Li, Gaorong]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

通讯作者信息:

  • [Zhao, Peixin]Hechi Univ, Dept Math, Guangxi Yizhou 546300, Peoples R China

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来源 :

STATISTICAL METHODOLOGY

ISSN: 1572-3127

年份: 2013

卷: 12

页码: 60-70

ESI学科: MATHEMATICS;

ESI高被引阀值:64

JCR分区:3

中科院分区:3

被引次数:

WoS核心集被引频次: 15

SCOPUS被引频次: 17

ESI高被引论文在榜: 0 展开所有

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中文被引频次:

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