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Network-based penalized regression with application to genomic data

Penalized regression approaches are attractive in dealing with high-dimensional data such as arising in high-throughput genomic studies. New methods have been introduced to utilize the network structure of predictors, e.g. gene networks, to improve parameter estimation and variable selection. All th...

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Bibliographic Details
Main Authors: Kim, Sunkyung, Pan, Wei, Shen, Xiaotong
Format: Artigo
Language:Inglês
Published: 2013
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4007772/
https://ncbi.nlm.nih.gov/pubmed/23822182
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/biom.12035
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