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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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| Vydáno v: | Ann Inst Stat Math |
|---|---|
| Hlavní autoři: | , , |
| Médium: | Artigo |
| Jazyk: | Inglês |
| Vydáno: |
2013
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| Témata: | |
| On-line přístup: | 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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