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Author:

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

Indexed by:

Scopus SCIE

Abstract:

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.

Keyword:

Varying coefficient models Variable selection Measurement errors

Author Community:

  • [ 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

Reprint Author's Address:

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

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Related Keywords:

Source :

METRIKA

ISSN: 0026-1335

Year: 2011

Issue: 2

Volume: 74

Page: 231-245

0 . 7 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

JCR Journal Grade:3

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 10

SCOPUS Cited Count: 10

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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