Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space

Robert Durrant, Ata Kaban ; JMLR W&CP 22: 337-345, 2012.

Abstract

We give a non-trivial, non-asymptotic upper bound on the classification error of the popular Kernel Fisher Linear Discriminant classifier under the assumption that the kernel-induced space is a Gaussian Hilbert space.