Feature selection guided by structural information

Martin Slawski, Wolfgang zu Castell, Gerhard Tutz

In generalized linear regression problems with an abundant number of features, lasso-type regularization which imposes an ${\ell }^1$-constraint on the regression coefficients has bec…