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作者:

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

收录:

EI Scopus SCIE

摘要:

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.

关键词:

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

作者机构:

  • [ 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

通讯作者信息:

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

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来源 :

COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION

ISSN: 0361-0918

年份: 2019

期: 10

卷: 48

页码: 2985-2997

0 . 9 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:25

被引次数:

WoS核心集被引频次: 0

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

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