Singular Value Decomposition
 J. Demmel

We primarily consider the SVD of a single $m$-by-$n$ matrix $A$ and discuss related SVDs in §2.4.7. We assume without loss of generality that $m \geq n$. If $m<n$, consider $A^*$.