Trace Lasso: a trace norm regularization for correlated designs

Edouard Grave, Guillaume Obozinski, Francis Bach

Using the ${\ell }_1$-norm to regularize the estimation of the parameter vector of a linear model leads to an unstable estimator when covariates are highly correlated. In this paper,…