On consistency and sparsity for sliced inverse regression in high dimensions

Qian Lin, Zhigen Zhao, Jun S. Liu

We provide here a framework to analyze the phase transition phenomenon of slice inverse regression (SIR), a supervised dimension reduction technique introduced by \cite{Li:1991}. U…