Singular Value Decomposition just turn into a real grid for finding eigenvalues and eigenvectors. N by N matrix to decompose N by N diagonal matrix containing eigenvalues N by N matrix containing eigenvectors N by N matrix containing fudge factors: typically contains only zeroes, ones, and minus ones.