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Author:

Li, Huimin (Li, Huimin.) | Liu, Youming (Liu, Youming.) (Scholars:刘有明)

Indexed by:

EI Scopus SCIE

Abstract:

Lower bound estimation plays an important role for establishing the minimax risk. A key step in lower bound estimation is deriving a lower bound of the affinity between two probability measures. This paper provides a simple method to estimate the affinity between mixture probability measures. Then we apply the lower bound of the affinity to establish the minimax lower bound for a family of sparse covariance matrices, which contains Cai-Ren-Zhou's theorem in [T. Cai, Z. Ren and H. Zhou, Estimating structured high-dimensional covariance and precision matrices: Optimal rates and adaptive estimation, Electron. J. Stat. 10(1) (2016) 1-59] as a special example.

Keyword:

Minimax risk Kullback-Leibler divergence lower bound estimation sparse covariance matrix affinity mixture probability measure

Author Community:

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

Reprint Author's Address:

  • [Liu, Youming]Beijing Univ Technol, Dept Appl Math, Beijing 100124, Peoples R China;;

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Source :

INTERNATIONAL JOURNAL OF WAVELETS MULTIRESOLUTION AND INFORMATION PROCESSING

ISSN: 0219-6913

Year: 2023

Issue: 02

Volume: 22

1 . 4 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:19

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: 24

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