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Fiddling with pagerank

This paper deals with the various changes that can be made to the basic PageRank model. We document the recent findings and add a few new contributions. These contributions concern (1) the sensitivity of the PageRank vector, (2) another method of forcing the Markov chain to be irreducible, and (3) a proof of the full spectrum of the PageRank matrix.