Structure-preserving non-linear PCA for matrices

Joni Virta, Andreas Artemiou

We propose MNPCA, a novel non-linear generalization of (2D)${}^2${PCA}, a classical linear method for the simultaneous dimension reduction of both rows and columns of a set of matrix…