LASSO, Iterative Feature Selection and the Correlation Selector: Oracle Inequalities and Numerical Performances

Pierre Alquier

We propose a general family of algorithms for regression estimation with quadratic loss. Our algorithms are able to select relevant functions into a large dictionary. We prove that…