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Robust estimation of high-dimensional covariance and precision matrices

High-dimensional data are often most plausibly generated from distributions with complex structure and leptokurtosis in some or all components. Covariance and precision matrices provide a useful summary of such structure, yet the performance of popular matrix estimators typically hinges upon a sub-G...

Täydet tiedot

Tallennettuna:
Bibliografiset tiedot
Julkaisussa:Biometrika
Päätekijät: Avella-Medina, Marco, Battey, Heather S, Fan, Jianqing, Li, Quefeng
Aineistotyyppi: Artigo
Kieli:Inglês
Julkaistu: Oxford University Press 2018
Aiheet:
Linkit:https://ncbi.nlm.nih.gov/pmc/articles/PMC6188670/
https://ncbi.nlm.nih.gov/pubmed/30337763
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/asy011
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