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Consistent group selection in high-dimensional linear regression
In regression problems where covariates can be naturally grouped, the group Lasso is an attractive method for variable selection since it respects the grouping structure in the data. We study the selection and estimation properties of the group Lasso in high-dimensional settings when the number of g...
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| Asıl Yazarlar: | , |
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| Materyal Türü: | Artigo |
| Dil: | Inglês |
| Baskı/Yayın Bilgisi: |
2010
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| Konular: | |
| Online Erişim: | https://ncbi.nlm.nih.gov/pmc/articles/PMC3209717/ https://ncbi.nlm.nih.gov/pubmed/22072891 https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3150/10-BEJ252 |
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