Diffusion Maps is not Dimensionality Reduction

Julio Candanedo, Alejandro Patiño

Diffusion maps (DMAP) are often used as a dimensionality-reduction tool, but more precisely they provide a spectral representation of the intrinsic geometry rather than a complete…