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Sparse and Efficient Estimation for Partial Spline Models with Increasing Dimension

We consider model selection and estimation for partial spline models and propose a new regularization method in the context of smoothing splines. The regularization method has a simple yet elegant form, consisting of roughness penalty on the nonparametric component and shrinkage penalty on the param...

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Detalhes bibliográficos
Publicado no:Ann Inst Stat Math
Main Authors: Cheng, Guang, Zhang, Hao Helen, Shang, Zuofeng
Formato: Artigo
Idioma:Inglês
Publicado em: 2013
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC4299673/
https://ncbi.nlm.nih.gov/pubmed/25620808
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s10463-013-0440-y
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