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The Cluster Elastic Net for High-Dimensional Regression With Unknown Variable Grouping

In the high-dimensional regression setting, the elastic net produces a parsimonious model by shrinking all coefficients towards the origin. However, in certain settings, this behavior might not be desirable: if some features are highly correlated with each other and associated with the response, the...

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Bibliografiske detaljer
Main Authors: Witten, Daniela M., Shojaie, Ali, Zhang, Fan
Format: Artigo
Sprog:Inglês
Udgivet: 2013
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC4011669/
https://ncbi.nlm.nih.gov/pubmed/24817772
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1080/00401706.2013.810174
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