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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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Bibliografische gegevens
Gepubliceerd in:J Inequal Appl
Hoofdauteurs: Wang, Xiuli, Wang, Mingqiu
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Springer International Publishing 2017
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Online toegang: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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