We will present the procedures which are used in web search engines for classifying the pages according to their importance. We will see that the mathematical problem consists in the computation of the dominant eigenvector of a stochastic irreducible matrix. Then, we will see what are the numerical methods used for making this ranking, how to accelerate their convergence and how extrapolation procedures could improve them.