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Non-Concave Penalized Likelihood with NP-Dimensionality

Penalized likelihood methods are fundamental to ultra-high dimensional variable selection. How high dimensionality such methods can handle remains largely unknown. In this paper, we show that in the context of generalized linear models, such methods possess model selection consistency with oracle pr...

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Bibliographic Details
Main Authors: Fan, Jianqing, Lv, Jinchi
Format: Artigo
Language:Inglês
Published: 2011
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC3266747/
https://ncbi.nlm.nih.gov/pubmed/22287795
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1109/TIT.2011.2158486
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