I know this is probably a silly question, but I'm stuck with it.
$\forall x,y \in \mathbb{R}^{n}$, and $A$ real matrix ($n\times n$), then $\langle Ax,y\rangle=\langle x,Ay\rangle \iff A^{T}=A$
I've tried to prove it using coordinates, but somehow I haven't managed to get the result. Also, I'm sure there must be a shorter way to prove this result.
$\endgroup$ 62 Answers
$\begingroup$Hint: What is $<A e_i, e_j>$? What is $<e_i, Ae_j>$? (Recalling that the definition of $A$ is $(a_{ij})$ with the property that $A e_i = \Sigma_{j = 1}^{n} a_{ij} e_j$ (or whatever order you put the indices in)).
$\endgroup$ 7 $\begingroup$Note $\langle Ax,y\rangle=(Ax)^Ty=x^TA^Ty$ and $\langle x,Ay\rangle=x^TAy$. The result follows from these two observations.
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