Chapter 6.5, Problem 7E

Let A be an $m\times n$ matrix with singular value decomposition $U{\displaystyle \sum V^T,}$ and suppose that A has rank r, where $r<n.$ Show that $\left\{v_1,...,v_r\right\}$ is an orthonormal basis for $R\left(A^T\right).$