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PageRank beyond the Web

D. Gleich

2014 · DOI: 10.1137/140976649
SIAM Review · 724 Citations

TLDR

Google's PageRank method is now regularly used in bibliometrics, social and information network analysis, and for link prediction and recommendation, and it's even used for systems analysis of road networks.

Abstract

Google's PageRank method was developed to evaluate the importance of web-pages via their link structure. The mathematics of PageRank, however, are entirely general and apply to any graph or network in any domain. Thus, PageRank is now regularly used in bibliometrics, social and information network analysis, and for link prediction and recommendation. It's even used for systems analysis of road networks, as well as biology, chemistry, neuroscience, and physics. We'll see the mathematics and ideas that unite these diverse applications.