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On the robustness of the adaptive lasso to model misspecification

Penalization methods have been shown to yield both consistent variable selection and oracle parameter estimation under correct model specification. In this article, we study such methods under model misspecification, where the assumed form of the regression function is incorrect, including generaliz...

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Autors principals: LU, W., GOLDBERG, Y., FINE, J. P.
Format: Artigo
Idioma:Inglês
Publicat: Oxford University Press 2012
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Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC4188068/
https://ncbi.nlm.nih.gov/pubmed/25294946
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1093/biomet/ass027
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