Robust sketching for multiple square-root LASSO problems

Vu Pham, Laurent El Ghaoui, Arturo Fernandez

Many learning tasks, such as cross-validation, parameter search, or leave-one-out analysis, involve multiple instances of similar problems, each instance sharing a large part of le…