Enhanced Feature Learning via Regularisation: Integrating Neural Networks and Kernel Methods

Bertille Follain, Francis Bach

We propose a new method for feature learning and function estimation in supervised learning via regularised empirical risk minimisation. Our approach considers functions as expecta…