178 citations · 324 across the 24 of their papers we have counts for
Showing cs.LGShow all
2 papers · 1 filter
cs.LG2010★ 178 cited
Safe Feature Elimination in Sparse Supervised Learning
Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani
We investigate fast methods that allow to quickly eliminate variables (features) in supervised learning problems involving a convex loss function and a -norm penalty, leading…
cs.LG2010★ 114 cited
Safe Feature Elimination for the LASSO and Sparse Supervised Learning Problems
Laurent El Ghaoui, Vivian Viallon, Tarek Rabbani
We describe a fast method to eliminate features (variables) in l1 -penalized least-square regression (or LASSO) problems. The elimination of features leads to a potentially substan…