PageRank beyond the Web
@article{Gleich2015PageRankBT, title={PageRank beyond the Web}, author={D. Gleich}, journal={SIAM Rev.}, year={2015}, volume={57}, pages={321-363} }
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… CONTINUE READING
311 Citations
Importance of intrinsic and non-network contribution in PageRank centrality and its effect on PageRank localization
- Computer Science, Mathematics
- ArXiv
- 2016
- PDF
Distributed Randomized Algorithms for PageRank Based on a Novel Interpretation
- Computer Science
- 2018 Annual American Control Conference (ACC)
- 2018
- 7
Neighborhood and PageRank methods for pairwise link prediction
- Computer Science
- Social Network Analysis and Mining
- 2020
- PDF
PageRank Computation via Web Aggregation in Distributed Randomized Algorithms
- Computer Science
- 2019 IEEE 58th Conference on Decision and Control (CDC)
- 2019
- 1
Block models and personalized PageRank
- Mathematics, Computer Science
- Proceedings of the National Academy of Sciences
- 2016
- 46
- PDF
Efficient PageRank Computation via Distributed Algorithms with Web Clustering
- Computer Science, Engineering
- ArXiv
- 2019
- PDF
References
SHOWING 1-10 OF 202 REFERENCES
Fast PageRank Computation Via a Sparse Linear System (Extended Abstract)
- Computer Science
- WAW
- 2004
- 10
- PDF
Finding scientific gems with Google's PageRank algorithm
- Computer Science, Mathematics
- J. Informetrics
- 2007
- 363
- PDF
The PageRank Citation Ranking : Bringing Order to the Web
- Computer Science
- WWW 1999
- 1999
- 12,856
- Highly Influential
- PDF
Modifications of Kleinberg's HITS algorithm using matrix exponentiation and web log records
- Computer Science
- SIGIR '01
- 2001
- 91
- PDF