Robust Sufficient Dimension Reduction via $\alpha$-Distance Covariance

Hsin-Hsiung Huang, Feng Yu, Teng Zhang

We introduce a novel sufficient dimension-reduction (SDR) method which is robust against outliers using $\alpha$-distance covariance (dCov) in dimension-reduction problems. Under very m…