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Let $T: M_{n,n}(\Bbb R) \to \Bbb R$ be a linear transformation such that $T(XY)=T(YX)$ for any two $n\times n$ matrices $X,\,Y$. How do you prove that $T(K)=a\ \mathrm{trace}(K)$ for some scalar $a$ in $\Bbb R$ for every $K$ in $M_{n,n}(\Bbb R)$?

I know that $\mathrm{trace}(XY)=\mathrm{trace}(X) + \mathrm{trace}(Y)$. My guess is that $\mathrm{trace}(XY)$ must be proportional to $T(XY)$, but I don't know how to state this mathematically.

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    $\begingroup$ $\mathrm{trace}(XY)$ is not $\mathrm{trace}(X)+\mathrm{trace}(Y)$ in general. $\endgroup$
    – user1551
    Sep 16, 2013 at 8:55

3 Answers 3

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Hint: Consider when $X$ and $Y$ are matrices of the form $E_{i,j}$ which is the matrix with a one in the $(i, j)$-entry, but zeroes elsewhere. Find out what $E_{i,j}E_{k, l}$ is (there are some possibilities depending on whether the indices are distinct and so on). From this you should be able to derive $T(E_{i,j})$ for every $i, j$ which will allow you to conclude that $T(K) = a\operatorname{trace}(K)$ for some $a \in \mathbb{R}$.

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  • $\begingroup$ Do you mean that $E_{i.j}$ has only one non-zero entry or that the ith row and jth column are filled with 1's? $\endgroup$
    – Xceptional
    Sep 15, 2013 at 20:10
  • $\begingroup$ I mean that there is only one non-zero entry. I will make that clearer. $\endgroup$ Sep 15, 2013 at 20:12
  • $\begingroup$ Ok. But I still don't see how to go from $E_{i,j}E_{k,l}$ to the transformation T. I can see that EijEji=Eii and EjiEij=Ejj. $\endgroup$
    – Xceptional
    Sep 15, 2013 at 20:31
  • $\begingroup$ If you've calculated what the matrix products are you should be able to deduce what $T(E_{i,j})$ is. Have you been able to do that? The easiest case to deal with is $T(E_{i,j})$ with $i \neq j$. $\endgroup$ Sep 15, 2013 at 20:33
  • $\begingroup$ I can calculate the products, but I still don't get why these products would imply anything about the transformation. What is the connection between the transformation and the matrix products? I really can't see it :( $\endgroup$
    – Xceptional
    Sep 15, 2013 at 20:48
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You need an extra condition on $T$ to ensure that $T$ is (a scalar multiple of) the trace : $$ T(\text{diag}(x,0,0,\ldots,0)) = x $$ This, together with @Michael Albanese's answer should do the trick.

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    $\begingroup$ I don't think you need this condition. All you need to know is that $T(E_{i,i}) = T(E_{j,j})$ which follows from what I put in my answer. $\endgroup$ Sep 15, 2013 at 19:31
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Although probably not what you want, here is a proof from a higher perspective. $T(XY)=T(YX)$ implies that $T(XY-YX)=0$. Since the set of all matrix commutators over $\mathbb{R}$ is exactly equal to the set of all traceless matrices, the given property implies that $$ T(A)=T \ \underbrace{\left(A-\frac{\mathrm{trace}(A)}{n}I\right)}_{\text{traceless}} +\frac{\mathrm{trace}(A)}{n}T(I)=\frac{\mathrm{trace}(A)}{n}T(I) $$ and the result follows with $a=\frac{T(I)}{n}$.

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