I read this in my textbook but couldn't understand why this is true:
For a real positive semi-definite matrix A, the singular values are the same as the eigenvalues.
Could someone please explain this to me? I can prove it when A is symmetric but can't when A is just a square matrix. Thanks!
A positive semi-definite matrix must be symmetric. See the wikipedia page on definition of positive semi-definite matrices