Online Distributed Learning Over Networks in RKH Spaces Using Random Fourier Features

Pantelis Bouboulis, Symeon Chouvardas, Sergios Theodoridis

We present a novel diffusion scheme for online kernel-based learning over networks. So far, a major drawback of any online learning algorithm, operating in a reproducing kernel Hil…