SVD is based on a theorem from linear algebra which says that a rectangular matrix M can be split down into the product of three new matrices: An orthogonal matrix U; A diagonal matrix S; The transpose of an orthogonal matrix V. Usually the theorem is written as follows: Mmn=UmmSmn...