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Confidence Intervals for Sparse Penalized Regression with Random Designs

With the abundance of large data, sparse penalized regression techniques are commonly used in data analysis due to the advantage of simultaneous variable selection and estimation. A number of convex as well as non-convex penalties have been proposed in the literature to achieve sparse estimates. Des...

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Detalhes bibliográficos
Publicado no:J Am Stat Assoc
Main Authors: Yu, Guan, Yin, Liang, Lu, Shu, Liu, Yufeng
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7716883/
https://ncbi.nlm.nih.gov/pubmed/33281249
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2019.1585251
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