Local Fisher embedding

In recent work, several supervised spectral embedding procedures have been proposed. Although experimentally validated, the construction of these algorithms was rather ad hoc. This paper shows how supervised locally linear embedding can be seen as performing a local Fisher mapping. A new formulation, combining linear and Fisher embedding, is proposed and experimentally validated.