Geodesic Exponential Kernels: When Curvature and Linearity Conflict

Aasa Feragen, Francois Lauze, Søren Hauberg

We consider kernel methods on general geodesic metric spaces and provide both negative and positive results. First we show that the common Gaussian kernel can only be generalized t…