Duality in RKHSs with Infinite Dimensional Outputs: Application to Robust Losses

Pierre Laforgue, Alex Lambert, Luc Brogat-Motte, Florence d'Alché-Buc

Abstract: Operator-Valued Kernels (OVKs) and associated vector-valued Reproducing Kernel Hilbert Spaces provide an elegant way to extend scalar kernel methods when the output space is a Hilbert space. Althou...