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Author:

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

Indexed by:

EI Scopus SCIE

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

  • 刘有明

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

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Source :

NUMERICAL FUNCTIONAL ANALYSIS AND OPTIMIZATION

ISSN: 0163-0563

Year: 2017

Issue: 12

Volume: 38

Page: 1564-1588

1 . 2 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:66

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 3

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

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