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High-Dimensional Structured Feature Screening Using Binary Markov Random Fields

Feature screening is a useful feature selection approach for high-dimensional data when the goal is to identify all the features relevant to the response variable. However, common feature screening methods do not take into account the correlation structure of the covariate space. We propose the conc...

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Detalhes bibliográficos
Main Authors: Liu, Jie, Peissig, Peggy, Zhang, Chunming, Burnside, Elizabeth, McCarty, Catherine, Page, David
Formato: Artigo
Idioma:Inglês
Publicado em: 2012
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC3630518/
https://ncbi.nlm.nih.gov/pubmed/23606924
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