Minimax Optimal Kernel Two-Sample Tests with Random Features

Soumya Mukherjee, Bharath K. Sriperumbudur

Reproducing Kernel Hilbert Space (RKHS) embedding of probability distributions has proved to be an effective approach, via MMD (maximum mean discrepancy), for nonparametric hypothe…