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Author:

Liu, Youming (Liu, Youming.) (Scholars:刘有明) | Qi, Xinyu (Qi, Xinyu.)

Indexed by:

EI Scopus SCIE

Abstract:

Fan, Wang, and Zhong estimate the difference between the singular vectors of a matrix and those of a perturbed matrix in terms of the maximum norm. Their estimations are used effectively to establish the asymptotic properties of robust covariance estimators (see Journal ofMachine Learning Research, 2018;18:1-42). In this paper, we give the corresponding lower bound estimates, which show Fan-Wang-Zhong's estimations optimal.

Keyword:

matrix perturbations singular vector estimation optimality matrix norm singular value decomposition

Author Community:

  • [ 1 ] [Liu, Youming]Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China
  • [ 2 ] [Qi, Xinyu]Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China

Reprint Author's Address:

  • [Qi, Xinyu]Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China

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Related Keywords:

Source :

MATHEMATICAL METHODS IN THE APPLIED SCIENCES

ISSN: 0170-4214

Year: 2020

Issue: 8

Volume: 43

Page: 5010-5018

2 . 9 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:46

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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