where U is a c × c orthogonal matrix, Σ is an c × g 3 diagonal matrix with the singular Given that the matrix A is rank r and Σ in eqn. 1 has many columns of zeros because our matrix is wide (see Fig. ), we can write eqn. 1 in a reduced form: