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Graph fibrations, graph isomorphism, and PageRank

Paolo BoldiVioletta LonatiMassimo SantiniSebastiano Vigna — 2006

RAIRO - Theoretical Informatics and Applications

PageRank is a ranking method that assigns scores to web pages using the limit distribution of a random walk on the web graph. A of graphs is a morphism that is a local isomorphism of in-neighbourhoods, much in the same way a covering projection is a local isomorphism of neighbourhoods. We show that a deep connection relates fibrations and , a particular kind of Markov chains that include the PageRank one as a special case. This fact provides constraints on the values that PageRank can assume....

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