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作者:

Guo, Huijun (Guo, Huijun.) | Liu, Youming (Liu, Youming.) (学者:刘有明)

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EI Scopus SCIE

摘要:

This paper studies the regression estimation with errors-in-variables. We first extend Meister's theorems (Meister, 2009. Deconvolution Problems in Nonparametric Statistics. Springer, Berlin) from one to multi-dimensional setting, when a noise density has no zeros in the Fourier domain. Then motivated by the work of Delaigle and Meister (Delaigle, Meister, 2011. Nonparametric function estimation under Fourier-oscillating noise. Statistica Sinica 21, 1065-1092), we show a desired convergence rate of a kernel estimator for Fourier-oscillating noises. Finally, two technical conditions are removed, when a wavelet estimator is used.

关键词:

42C40 62G07 62G20 Convergence rate Fourier-oscillating noise optimality regression function

作者机构:

  • [ 1 ] [Guo, Huijun]Beijing Univ Technol, Dept Appl Math, Pingle Yuan 100, Beijing 100124, Peoples R China
  • [ 2 ] [Liu, Youming]Beijing Univ Technol, Dept Appl Math, Pingle Yuan 100, Beijing 100124, Peoples R China

通讯作者信息:

  • 刘有明

    [Liu, Youming]Beijing Univ Technol, Dept Appl Math, Pingle Yuan 100, Beijing 100124, Peoples R China

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来源 :

NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION

ISSN: 0163-0563

年份: 2017

期: 12

卷: 38

页码: 1564-1588

1 . 2 0 0

JCR@2022

ESI学科: MATHEMATICS;

ESI高被引阀值:39

中科院分区:4

被引次数:

WoS核心集被引频次: 3

SCOPUS被引频次: 2

ESI高被引论文在榜: 0 展开所有

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