The optimization problem corresponding to the generative model turns out to be identical to that of canonical correlation analysis (CCA) (Hotelling, 1936;Hardoon et al., 2004), which immediately suggests a solution by solving an eigensystem.
the projection directions are obtained by solving the following generalized eigensystem: where xy , τ is a regularization parameter and I is the identity matrix of appropriate size.