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arxiv: 1511.04925 · v2 · pith:TYA3PY6Nnew · submitted 2015-11-16 · 💻 cs.SI · cs.DM· math.PR· math.SP· physics.soc-ph

PageRank in undirected random graphs

classification 💻 cs.SI cs.DMmath.PRmath.SPphysics.soc-ph
keywords pagerankgraphgraphsrandomdistributionundirectedapplicationschung-lu
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PageRank has numerous applications in information retrieval, reputation systems, machine learning, and graph partitioning.In this paper, we study PageRank in undirected random graphs with expansion property. The Chung-Lu random graph representsan example of such graphs. We show that in the limit, as the size of the graph goes to infinity, PageRank can be represented by a mixture of the restart distribution and the vertex degree distribution.

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