On the Complexity of Learning with Kernels

Nicolò Cesa-Bianchi, Yishay Mansour, Ohad Shamir

Abstract: A well-recognized limitation of kernel learning is the requirement to handle a kernel matrix, whose size is quadratic in the number of training examples. Many methods have been proposed to reduce t...