This script compares different approaches to calculating eigenvector centrality. It finds that when using normalized matrices, there are differences between the output of the methods, whereas when using non-normalized matrices, the outputs of the methods are the same.

The last script is from the fast eigenvector centrality code on bias.googlecode.com from the developer of the technique.