Pathway-Based Genomics Prediction using Generalized Elastic Net.
Published in PLoS computational biology
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 interactions is desired. The method naturally steers sol...
