Equivalence of distance-based and RKHS-based statistics in hypothesis testing

Dino Sejdinovic, Bharath Sriperumbudur, Arthur Gretton +1

We provide a unifying framework linking two classes of statistics used in two-sample and independence testing: on the one hand, the energy distances and distance covariances from t…