Online Learning with Kernels
Kivinen, Jyrki, Smola, Alex J., Williamson, Robert C.
–Neural Information Processing Systems
We consider online learning in a Reproducing Kernel Hilbert Space. Our method is computationally efficient and leads to simple algorithms. In particular we derive update equations for classification, regression, and novelty detection. The inclusion of the -trick allows us to give a robust parameterization.
Neural Information Processing Systems
Dec-31-2002