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Author:

Wu, Jian (Wu, Jian.) | Xue, Liugen (Xue, Liugen.) (Scholars:薛留根)

Indexed by:

EI Scopus SCIE

Abstract:

We consider statistical inference for additive partial linear models when the linear covariate is measured with error. A bias-corrected spline-backfitted kernel smoothing method is proposed. Under mild assumptions, the proposed component function and parameter estimator are oracally efficient and fast to compute. The nonparametric function estimator's pointwise distribution is asymptotically equivalent to an function estimator in partial linear model. Finite-sample performance of the proposed estimators is assessed by simulation experiments. The proposed methods are applied to Boston house data set.

Keyword:

spline-backfitted kernel smoothing bias-corrected Additive partial linear models

Author Community:

  • [ 1 ] [Wu, Jian]Northeastern Univ, Coll Sci, Shenyang 110189, Liaoning, Peoples R China
  • [ 2 ] [Xue, Liugen]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

Reprint Author's Address:

  • [Wu, Jian]Northeastern Univ, Coll Sci, Shenyang 110189, Liaoning, Peoples R China

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Related Keywords:

Source :

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

ISSN: 0361-0918

Year: 2019

Issue: 10

Volume: 48

Page: 2985-2997

0 . 9 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:54

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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