MMD-FUSE: Learning and Combining Kernels for Two-Sample Testing Without Data Splitting

Felix Biggs, Antonin Schrab, Arthur Gretton

We propose novel statistics which maximise the power of a two-sample test based on the Maximum Mean Discrepancy (MMD), by adapting over the set of kernels used in defining it. For…