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Adaptive group bridge estimation for high-dimensional partially linear models

This paper studies group selection for the partially linear model with a diverging number of parameters. We propose an adaptive group bridge method and study the consistency, convergence rate and asymptotic distribution of the global adaptive group bridge estimator under regularity conditions. Simul...

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Detalhes bibliográficos
Publicado no:J Inequal Appl
Main Authors: Wang, Xiuli, Wang, Mingqiu
Formato: Artigo
Idioma:Inglês
Publicado em: Springer International Publishing 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5493733/
https://ncbi.nlm.nih.gov/pubmed/28725135
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s13660-017-1432-x
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