Factor Matrix in the Inner Product

Theorem
Let $\mathbf u$ and $\mathbf v$ be $1 \times n$ column vectors.

Then:


 * $\innerprod {A \mathbf u} {\mathbf v} = \innerprod {\mathbf u} {A^\intercal \mathbf v}$