An RKHS-Based Semiparametric Approach to Nonlinear Sufficient Dimension Reduction

Wenquan Cui, Haoyang Cheng

Based on the theory of reproducing kernel Hilbert space (RKHS) and semiparametric method, we propose a new approach to nonlinear dimension reduction. The method extends the semipar…