The singular value decomposition of a matrix is defined aswhere and are both matrices with orthonormal columns, indicates a complex-conjugate transpose, and is a diagonal matrix with singular values along the main diagonal. Eq. (1) is just one of the many matrix decompositions that exists for matrix .
(1)