Alessandro Rudi, Raffaello Camoriano, Lorenzo Rosasco. Generalization Properties of Learning with Random Features.
2016 Contributed talks
in
Workshop: Adaptive and Scalable Nonparametric Methods in Machine Learning
in
Workshop: Adaptive and Scalable Nonparametric Methods in Machine Learning
Abstract
We study the generalization properties of regularized learning with random features in the statistical learning theory framework. We show that optimal learning errors can be achieved with a number of features smaller than the number of examples.
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