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Likelihood-based selection and sharp parameter estimation

In high-dimensional data analysis, feature selection becomes one means for dimension reduction, which proceeds with parameter estimation. Concerning accuracy of selection and estimation, we study nonconvex constrained and regularized likelihoods in the presence of nuisance parameters. Theoretically,...

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Détails bibliographiques
Auteurs principaux: Shen, Xiaotong, Pan, Wei, Zhu, Yunzhang
Format: Artigo
Langue:Inglês
Publié: 2012
Sujets:
Accès en ligne:https://ncbi.nlm.nih.gov/pmc/articles/PMC3378256/
https://ncbi.nlm.nih.gov/pubmed/22736876
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/01621459.2011.645783
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