[Math] Skew-symmetric matrices dot product condition

linear algebra

From the Wikipedia page on skew-symmetric matrices:

Denote with $\langle\cdot,\cdot\rangle$ the standard inner product on $\mathbb{R}^n$. The real $n$-by-$n$ matrix $A$ is skew-symmetric if and only if $\langle Ax, y\rangle = -\langle x, Ay\rangle$ for all $x,y\in \mathbb{R}^n$.

I can't see how this follows from the definition $A^T=-A$ for skew-symmetric matrices.

Best Answer

Hint: for two real vectors $v,w$, we note that $$ \langle v,w \rangle = v^Tw $$ Now, consider what this means when $$ v = Ax\\ w = y $$ Noting that for multiplicatively compatible matrices $A,B$, we have $$ (AB)^T=B^TA^T $$