How expensive is it to compute the eigenvalues of a matrix?
What is the complexity of the best algorithms?
How long might it take in practice if I have a 1
I assume it helps if the matrix is sparse?
Yes, there are algorithms, that perform well on sparse matrices.
See for example: http://www.cise.ufl.edu/research/sparse/