183 citations · 706 across the 60 of their papers we have counts for
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cs.LG2016★ 33 cited
A Consistent Regularization Approach for Structured Prediction
Carlo Ciliberto, Alessandro Rudi, Lorenzo Rosasco
We propose and analyze a regularization approach for structured prediction problems. We characterize a large class of loss functions that allows to naturally embed structured outpu…
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…