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作者:

Zhao, Peixin (Zhao, Peixin.) | Xue, Liugen (Xue, Liugen.) (学者:薛留根)

收录:

Scopus SCIE

摘要:

This paper focuses on variable selections for varying coefficient models when some covariates are measured with errors. We present a bias-corrected variable selection procedure by combining basis function approximations with shrinkage estimations. With appropriate selection of the tuning parameters, we establish the consistency of the variable selection procedure, and derive the optimal convergence rate of the regularized estimators. A simulation study and a real data application are undertaken to assess the finite sample performance of the proposed variable selection procedure.

关键词:

Measurement errors Variable selection Varying coefficient models

作者机构:

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

通讯作者信息:

  • [Zhao, Peixin]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

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来源 :

METRIKA

ISSN: 0026-1335

年份: 2011

期: 2

卷: 74

页码: 231-245

0 . 7 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:84

JCR分区:3

中科院分区:4

被引次数:

WoS核心集被引频次: 10

SCOPUS被引频次: 10

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: 4

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