TITLE: What is the meaning of subtracting from the identity matrix?
QUESTION [6 upvotes]: If I subtract the matrix $A$ from the identity matrix $I$, $I - A$, is there a meaning to the resulting matrix perhaps given some conditions like invertibility or symmetry? For example,
$$
\begin{bmatrix} 1 & 0 \\ 0 & 1 \end{bmatrix}
- \begin{bmatrix} a & b \\ c & d \end{bmatrix}
= \begin{bmatrix} 1-a & -b \\ -c & 1-d \end{bmatrix}
$$
For future reference, is there a good reference to lookup answers to such questions when I can't derive the answer on my own?

REPLY [4 votes]: If there exists $n\in\mathbb{N}$ with $A^{n}=0$, then $I−A$ is invertible (try to prove this yourself before reading why!).
The reason: multiply out the brackets in the expression
$$(I−A)(A^{n−1}+A^{n−2}+\cdots+A+I)$$
and see that you get $I$. It follows that $A^{n−1}+A^{n−2}+\cdots+A+I$ is the inverse of $I−A$ in this case.
By the way, a matrix $A$ with $A^{n}=0$ for some $n\in\mathbb{N}$ is called nilpotent.

By the way, the fact presented above can be used to give a proof of the (basic) fact that all eigenvalues of a nilpotent matrix must equal zero. In particular, this means that the determinant and trace of a nilpotent matrix are always $0$.
If $A$ is nilpotent then so is $\frac{1}{\lambda}A$ for any $\lambda\neq0$. Hence $I-\frac{1}{\lambda}A=\frac{1}{\lambda}(\lambda I-A)$ has an inverse. It follows that $\det{(\lambda I-A)}\neq0$ whenever $\lambda\neq0$ and $A$ is nilpotent, so the characteristic polynomial only has $0$ as a root.
So considering $I-A$ can actually come in handy to prove things.