Distance-based and RKHS-based Dependence Metrics in High Dimension

Changbo Zhu, Shun Yao, Xianyang Zhang +1

In this paper, we study distance covariance, Hilbert-Schmidt covariance (aka Hilbert-Schmidt independence criterion [Gretton et al. (2008)]) and related independence tests under th…