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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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Bibliografiske detaljer
Udgivet i:J Inequal Appl
Main Authors: Wang, Xiuli, Wang, Mingqiu
Format: Artigo
Sprog:Inglês
Udgivet: Springer International Publishing 2017
Fag:
Online adgang: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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