On a new class of sufficient dimension reduction estimators

OLS and SIR are two popular sufficient dimension reduction estimators. OLS can recover at most one direction, and SIR shares this limitation when the response is binary. To address such limitation, we propose slicing-assisted OLS and slicing-assisted SIR.