How do I determine whether or not this is a subspace?
I understand the basic axioms that must be proven to find a subspace:
- Must contain 0 vector
- Must be closed under addition
- Must be closed under scalar multiplication
However, for this particular question I'm not sure how to prove it. Any working out you could show would be greatly appreciated.
$S = \{A \in \mathbb R^{2\times 2} : |A| = 0\}$
Supposed to say 2x2 matrix, still haven't gotten the hang of MathJax yet sorry :(
Solution 1:
To determine whether or not $S := \{A \in \mathbb{R}^{2\times 2} : |A|=0\}$ is a subspace of $\mathbb{R}^{2\times 2}$, let's just work through the criterions 1 through 3 you mentioned.
1. $S$ contains the vector $0 \in \mathbb{R}^{2\times 2}$. This is clearly true, since $\left|\begin{matrix}0 & 0\\0 & 0\end{matrix}\right| = 0$.
2. $S$ is closed under addition, that is, $\forall A_1,A_2 \in S:(A_1 +A_2 \in S)$.
This is not as straightforward as criterion 1, so let's think about whether or not this can be true. One way to reason about this is the following:
Let $A_1 = \begin{pmatrix}a & b\\c & d\end{pmatrix} \in S$ and $A_2 = \begin{pmatrix}a' & b'\\c' & d'\end{pmatrix} \in S$. $A_1$ and $A_2$ being in $S$ means that their determinants are $0$, that is, $ad-bc=a'd'-b'c'=0$.
Now let's take a look at the sum $A_1+A_2 = \begin{pmatrix}a + a' & b + b'\\c+c' & d+d'\end{pmatrix}$.
We get $|A_1 + A_2| = (a+a')(d+d')-(b+b')(c+c') = ad + ad' + a'd + a'd' - bc - bc' - b'c - b'c' = (ad - bc) + ad' + a'd + (a'd'- b'c') - bc' - b'c = ad' + a'd - bc' - b'c.$
Now, for $A_1 + A_2$ to be in $S$, its determinant must be $0$. However, we don't really have a reason to think that it's 0, so at this point it's well worth looking for a counterexample. Finding one is mostly just trial and error, trying out a few different matrices and seeing what happens.
Eventually, we might find that $A_1 = \begin{pmatrix}1 & 1\\0 & 0\end{pmatrix}$ and $A_2 = \begin{pmatrix}1 & 0\\1 & 0\end{pmatrix}$ are both in $S$, because $1 \cdot 0 - 1\cdot 0 = 1\cdot 0 - 0\cdot 1 = 0$. However, the determinant of $A_1 + A_2 = \begin{pmatrix}2 & 1\\1 & 0\end{pmatrix}$ is $2 \cdot 0 - 1 \cdot 1 = 0-1 = -1 \neq 0$ and thus $A_1 + A_2 \notin S$. Hence, criterion 2 does not hold and $S$ is not a subspace.
At this point, we are done. For the sake of completeness let's take a look anyway at
3. $S$ is closed under scalar multiplication, that is, $\forall A \in S \; \forall x \in \mathbb{R}: (Ax \in S)$.
This is in fact true, because for $A = \begin{pmatrix}a & b\\c & d\end{pmatrix} \in S$ we have $|A| = ad-bc = 0$. We then get $Ax = \begin{pmatrix}ax & bx\\cx & dx\end{pmatrix}$ and $|Ax| = axdx-bxcx = x^2(ad-bc) = x^2|A| = 0$. Therefore $Ax$ is in $S$ and $S$ is closed under scalar multiplication.
As already mentioned, after finding that criterion 2 does not hold, checking the other two is just unneeded extra work.
Solution 2:
both the matrix with a 1 in the upper left corner and the matrix with a 1 in the lower right corner (0's elsewhere) are singular, but their sum is the identity matrix, which is invertible. so the set is not closed under addition, so it is not a vector space.