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8 8 votes

Let $A$ be an $m \times n$ matrix, $B$ be an $n \times m$ matrix, and $C$ be an $m \times m$ matrix. Which of the following statement(s) is(are) true?

  1. $\operatorname{tr}(AB)=\operatorname{tr}(BA)$
     
  2. $\operatorname{tr}(CAB)=\operatorname{tr}(BCA)$
     
  3. If $AB=0$, then $BA=0$
     
  4. If $AB=I_m$, then $\operatorname{tr}(BA)=m$

2 Answers

1 1 vote

Statement A is true. For compatible matrices, $\operatorname{tr}(AB)=\operatorname{tr}(BA)$.

Statement B is true. By the cyclic property of trace, $\operatorname{tr}(CAB)=\operatorname{tr}(ABC)=\operatorname{tr}(BCA)$.

Statement C is false. A counterexample is

$A=\begin{bmatrix}1&0\end{bmatrix}$ and $B=\begin{bmatrix}0\\1\end{bmatrix}$.

Then

$AB=\begin{bmatrix}1&0\end{bmatrix}\begin{bmatrix}0\\1\end{bmatrix}=0$,

but

$BA=\begin{bmatrix}0\\1\end{bmatrix}\begin{bmatrix}1&0\end{bmatrix}=\begin{bmatrix}0&0\\1&0\end{bmatrix}\ne 0$.

So statement C is false.

Statement D is true. If $AB=I_m$, then using statement A,

$\operatorname{tr}(BA)=\operatorname{tr}(AB)=\operatorname{tr}(I_m)=m$.

Hence, statements A, B, and D are true, and statement C is false.

1 1 vote

If A is m×n  and B is n×m, then AB and BA have the same non-zero eigenvalues with the same algebraic multiplicities. If m≠n, the matrix with larger dimension has additional zero eigenvalues.

 

Even if AB and BA have different dimensions, their traces are equal because they share the same non-zero eigenvalues and any extra eigenvalues are zero, which do not affect the sum.

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