Pathway-Based Genomics Prediction using Generalized Elastic Net.
We present a novel regularization scheme called The Generalized Elastic Net (GELnet) that incorporates gene pathway information into feature selection. The proposed formulation is applicable to a wide variety of problems in which the interpretation of predictive features using known molecular intera...
Main Authors: | Artem Sokolov, Daniel E Carlin, Evan O Paull, Robert Baertsch, Joshua M Stuart |
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Format: | Article |
Language: | English |
Published: |
Public Library of Science (PLoS)
2016-03-01
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Series: | PLoS Computational Biology |
Online Access: | http://europepmc.org/articles/PMC4784899?pdf=render |
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