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COVARIANCE ASSISTED SCREENING AND ESTIMATION

Consider a linear model Y = X β + z, where X = X(n,p) and z ~ N(0, I(n)). The vector β is unknown and it is of interest to separate its nonzero coordinates from the zero ones (i.e., variable selection). Motivated by examples in long-memory time series (Fan and Yao, 2003) and the change-point problem...

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Detalhes bibliográficos
Publicado no:Ann Stat
Main Authors: Ke, By Tracy, Jin, Jiashun, Fan, Jianqing
Formato: Artigo
Idioma:Inglês
Publicado em: 2014
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4274608/
https://ncbi.nlm.nih.gov/pubmed/25541567
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/14-AOS1243
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