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ON THE ADAPTIVE ELASTIC-NET WITH A DIVERGING NUMBER OF PARAMETERS

We consider the problem of model selection and estimation in situations where the number of parameters diverges with the sample size. When the dimension is high, an ideal method should have the oracle property (Fan and Li, 2001; Fan and Peng, 2004) which ensures the optimal large sample performance....

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Detalhes bibliográficos
Main Authors: Zou, Hui, Zhang, Hao Helen
Formato: Artigo
Idioma:Inglês
Publicado em: 2009
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2864037/
https://ncbi.nlm.nih.gov/pubmed/20445770
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1214/08-AOS625
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