Adaptive Learning Rates for Support Vector Machines Working on Data with Low Intrinsic Dimension

Thomas Hamm, Ingo Steinwart

We derive improved regression and classification rates for support vector machines using Gaussian kernels under the assumption that the data has some low-dimensional intrinsic stru…