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eigenvalues of matrices or operators

16 votes
Accepted

What happens to eigenvalues when edges are removed?

The smallest eigenvalue can go up or down when an edge is removed. For "down": $G=K_n$ for $n\ge 3$. For "up": Take $K_n$ for $n\ge 1$ and append a new vertex attached to a single vertex of the orig …
Brendan McKay's user avatar
13 votes

How are eigenvalues and eigenvectors affected by adding the all-ones matrix?

A cute fact that is trivial to prove is this: define the characteristic polynomial of a matrix $M$ by $\phi_M(x) = |xI-M|$. Then for any $A$ and any $s$, $$\phi_{A+sJ}(x) = (1-s)\phi_A(x)+s\phi_{A+J}( …
Brendan McKay's user avatar
2 votes

Quick tests to differentiate eigenvalues

When I had to do this with a couple of billion matrices, I computed the traces of some powers before going for the full test. A good method is to compute $\mathrm{tr} \,((A+xI)^{2^i})$ for $i=1,2,\ldo …
Brendan McKay's user avatar
2 votes
Accepted

Relation of row sums to largest eigenvalue

You are asking for relationships between the maximum independent set and the eigenvalues. If you search with those terms you will find several. … Haemers proved that the maximum size of an independent set is bounded above by $$ n\frac{-\lambda_1\lambda_n}{\delta^2-\lambda_1\lambda_n},$$ where $\lambda_1,\lambda_n$ are the largest and smallest eigenvalues
Brendan McKay's user avatar
0 votes

An $n$ eigenvalue multiplicity

Let each $A_i$ be a matrix with all entries 0 except for the $(i,i+1)$ entry which is 1, where $i+1=1$ if $i=n$. The characteristic polynomial of $\sum_j a_j A_j$ is $x^n - \prod_j a_j$. I believe tha …
Brendan McKay's user avatar