Correlated variables in regression: clustering and sparse estimation

Peter Bühlmann, Philipp Rütimann, Sara van de Geer +1

We consider estimation in a high-dimensional linear model with strongly correlated variables. We propose to cluster the variables first and do subsequent sparse estimation such as…