I am trying to find the n smallest eigenvalues and eigenvectors of a NxN SPD matrix using Lanczos method. What is the number of iterations usually required? I mean, does it scale as $O(N)$ or $O(\sqrt{N})$ assuming n << N (n is usually <=10 and N ~ $10^6$ or $10^7$)?
