Kernel Two-Sample Testing via Directional Components Analysis

Rui Cui, Yuhao Li, Xiaojun Song

Standard kernel two-sample tests, such as those based on the Maximum Mean Discrepancy (MMD), aggregate squared differences across all directions in a Reproducing Kernel Hilbert Spa…