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Sparse partial least squares regression for simultaneous dimension reduction and variable selection

Partial least squares regression has been an alternative to ordinary least squares for handling multicollinearity in several areas of scientific research since the 1960s. It has recently gained much attention in the analysis of high dimensional genomic data. We show that known asymptotic consistency...

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Detalhes bibliográficos
Main Authors: Chun, Hyonho, Keleş, Sündüz
Formato: Artigo
Idioma:Inglês
Publicado em: Blackwell Publishing Ltd 2010
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2810828/
https://ncbi.nlm.nih.gov/pubmed/20107611
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/j.1467-9868.2009.00723.x
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