TITLE: What is the bandwidth of a matrix?
QUESTION [5 upvotes]: I was solving a problem which involved finding the bandwidth of a matrix. I interpreted the bandwidth as a non-negative number which is closest to the diagonal. And this interpretation of mine does work on some examples. However, the condition is:
Bandwidth of a matrix A is defined as the smallest non-negative integer K such that A(i, j) = 0 for |i - j| > K.
Now, I am confused as the condition says that a[i,j] should be 0 and |i-j| of the same should be > K. I am not able to figure out why a[i,j] should be 0. Please help me clearing what K is and what does this condition evaluate to.

REPLY [2 votes]: Take the matrix
$$A = \begin{bmatrix}
3 & 1 & 4 & 0 & 0 & 0 \\
1 & 5 & 9 & 2 & 0 & 0 \\ 
6 & 5 & 3 & 5 & 8 & 0 \\
0 & 9 & 7 & 9 & 3 & 2 \\
0 & 0 & 3 & 8 & 4 & 6 \\
0 & 0 & 0 & 2 & 6 & 4 
\end{bmatrix}$$
as an example. To figure out what the bandwidth is from your definition, we need to figure out the smallest value of $K$ that satisfies the condition. 
In this case, $K=2$ works, because whenever $|i-j|>2$, we have $A_{i,j}=0$. The pairs $(i,j)$ with $|i-j|>2$ are $(1,4), (1,5), (1,6), (2,5), (2,6), (3,6), (4,1), (5,1), (5,2), (6,1), (6,2), (6,3)$ and you can see that $A_{1,4} = A_{1,5} = \dots = A_{6,3} = 0$.
But $K=1$ does not work: we can choose $i$ and $j$ such that $|i-j|>1$ but $A_{i,j} \ne 0$. For example, $(i,j) = (1,3)$ works: $|1-3|>1$ and $A_{1,3} \ne 0$.
So $K=2$ is the smallest $K$ that works, and this matrix has bandwidth 2.
(Equivalently, having a bandwidth of $K$ or less tells you that all the nonzero entries of the matrix are within $K$ steps of the diagonal, which you can see in this example.)