Deep regularization and direct training of the inner layers of Neural Networks with Kernel Flows

Gene Ryan Yoo, Houman Owhadi

We introduce a new regularization method for Artificial Neural Networks (ANNs) based on Kernel Flows (KFs). KFs were introduced as a method for kernel selection in regression/krigi…