Generalization Guarantees for a Binary Classification Framework for Two-Stage Multiple Kernel Learning

Abstract

We present generalization bounds for the TS-MKL framework for two stage multiple kernel learning. We also present bounds for sparse kernel learning formulations within the TS-MKL framework