183 citations · 183 across the 2 of their papers we have counts for
2 papers
stat.ML2022
Regularized ERM on random subspaces
Andrea Della Vecchia, Ernesto De Vito, Lorenzo Rosasco
We study a natural extension of classical empirical risk minimization, where the hypothesis space is a random subspace of a given space. In particular, we consider possibly data de…
stat.ML2016★ 183 cited
Generalization Properties of Learning with Random Features
Alessandro Rudi, Lorenzo Rosasco
We study the generalization properties of ridge regression with random features in the statistical learning framework. We show for the first time that learning boun…