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ESTIMATION OF FUNCTIONALS OF SPARSE COVARIANCE MATRICES

High-dimensional statistical tests often ignore correlations to gain simplicity and stability leading to null distributions that depend on functionals of correlation matrices such as their Frobenius norm and other ℓ(r) norms. Motivated by the computation of critical values of such tests, we investig...

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Bibliographic Details
Published in:Ann Stat
Main Authors: Fan, Jianqing, Rigollet, Philippe, Wang, Weichen
Format: Artigo
Language:Inglês
Published: 2015
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4719663/
https://ncbi.nlm.nih.gov/pubmed/26806986
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/15-AOS1357
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