[Math] Linear Algebra – four “true or false” questions about matrices and linear systems

determinantlinear algebramatricessystems of equations

I'm reviewing for my linear algebra course, and have four "true or false" questions that I'm struggling to prove. I've included my approach to the solutions in brackets below them:

1) If $A^2 = B^2$, then A = B or A = -B, where A and B are nxn matrices
(Not sure how to approach this one at all)

2) Every 3×3 skew symmetric matrix is singular
(Pretty sure I have this one correct: Because this is a skew symmetric matrix, $\det(A) = \det(A^T) = \det(-A) = (-1)^n\det(A)$, and when n is odd $\det(A) = -\det(A)$, so $2\det(A) = 0$ and therefore $\det(A) = 0$. As such, the answer is "False" because it is only singular when n is odd)

3) Any system of n linear equations in n variables has at most n solutions
(A system can have infinitely many solutions if the determinant is zero, right? I just don't know how to prove it)

4) For a square matrix A, A is invertible if and only if $AA^T$ is
(Not sure how to approach this one, either)

Best Answer

1: Nope. Consider $\left(\begin{smallmatrix}0&1\\0&0\end{smallmatrix}\right)$ and $\left(\begin{smallmatrix}0&0\\0&0\end{smallmatrix}\right)$, or $\left(\begin{smallmatrix}1&0\\0&1\end{smallmatrix}\right)$ and $\left(\begin{smallmatrix}1&0\\0&-1\end{smallmatrix}\right)$.

2: By your reasoning it's true since we're only considering $n=3$.

3: You're right; this is false. It's enough to have a counter-example such as $$ x+y = 0\\ 2x + 2y =0 $$ 4: This is true; note $\det(AA^T)=\det(A) \det(A^T) = [\det(A)]^2$. Conclude $\det(A)=0 \iff \det(AA^T) = 0$