10 citations · 10 across the 2 of their papers we have counts for
2 papers
math.ST2019★ 10 cited
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…
math.ST2017
Conditional Mean and Quantile Dependence Testing in High Dimension
Xianyang Zhang, Shun Yao, Xiaofeng Shao
Motivated by applications in biological science, we propose a novel test to assess the conditional mean dependence of a response variable on a large number of covariates. Our proce…