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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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Detalles Bibliográficos
Autores principales: Chun, Hyonho, Keleş, Sündüz
Formato: Texto
Lenguaje:English
Publicado: Blackwell Publishing Ltd 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2810828/
https://www.ncbi.nlm.nih.gov/pubmed/20107611
http://dx.doi.org/10.1111/j.1467-9868.2009.00723.x