Faster Algorithms for Computing the Stationary Distribution, Simulating Random Walks, and More

In this paper, we provide faster algorithms for computing variousfundamental quantities associated with random walks on a directedgraph, including the stationary distribution, personalized PageRankvectors, hitting times, and escape probabilities. In particular, ona directed graph with n vertices and...

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Bibliographic Details
Main Authors: Peng, Richard, Sidford, Aaron, Cohen, Michael B., Kelner, Jonathan Adam, Peebles, John Lee Thompson, Vladu, Adrian Valentin
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory
Format: Article
Published: Institute of Electrical and Electronics Engineers (IEEE) 2018
Online Access:http://hdl.handle.net/1721.1/115974
https://orcid.org/0000-0002-7388-6936
https://orcid.org/0000-0002-4257-4198
https://orcid.org/0000-0002-6514-3761
https://orcid.org/0000-0003-0722-304X