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STANDARDIZATION AND THE GROUP LASSO PENALTY

We re-examine the original Group Lasso paper of Yuan and Lin (2007). The form of penalty in that paper seems to be designed for problems with uncorrelated features, but the statistical community has adopted it for general problems with correlated features. We show that for this general situation, a...

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Publicat a:Stat Sin
Autors principals: Simon, Noah, Tibshirani, Robert
Format: Artigo
Idioma:Inglês
Publicat: 2012
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC4527185/
https://ncbi.nlm.nih.gov/pubmed/26257503
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.5705/ss.2011.075
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