Data dependent kernels in nearly-linear time

Guy Lever, Tom Diethe, John Shawe-Taylor

Abstract: We propose a method to efficiently construct data dependent kernels which can make use of large quantities of (unlabeled) data. Our construction makes an approximation in the standard construction ...