I'm wondering how the number of singular values of a rectangular matrix $X$ could be determined.
For a square matrix, according to Number of Singular Values, I just take the rank of $X*X$. But this equation obviously only holds to square matrices and not rectangular ones. How can this be approached?
Furthermore, because of over- or underdetermination of the characteristic polynomial a rectangular matrix shouldn't have unique singular values, right?