Adapting Kernel Representations Online Using Submodular Maximization

Matthew Schlegel, Yangchen Pan, Jiecao Chen, Martha White

Abstract: Kernel representations provide a nonlinear representation, through similarities to prototypes, but require only simple linear learning algorithms given those prototypes. In a continual learning set...