  There has been a lot of interest in sufficient dimension reduction (SDR)
methodologies as well as nonlinear extensions in the statistics literature. In
this note, we use classical results regarding metric spaces and positive
definite functions to link linear SDR procedures to their nonlinear
counterparts.
