Suppose I have an n x p Matrix X with covariance Matrix C = X'X/(n-1). Is there an intuitive and also formal explanation why the singular value decomposition (SVD) of X, i.e. X=USV', yields the same V and, for the first p diagonal elements, same S as the SVD of (n-1)C?Many thanksRalf