Title
Efficient randomized algorithms for PageRank problem.
Abstract
In the paper we compare well known numerical methods of finding PageRank vector. We propose Markov Chain Monte Carlo method and obtain a new estimation for this method. We also propose a new method for PageRank problem based on the reduction of this problem to the matrix game. We solve this (sparse) matrix game with randomized mirror descent. It should be mentioned that we used non-standard randomization (in KL-projection) goes back to Grigoriadis-Khachiayn (1995).
Year
Venue
Field
2014
CoRR
PageRank,Randomized algorithm,Mathematical optimization,Markov chain Monte Carlo,Computer science,Theoretical computer science,Matrix games,Numerical analysis,Google matrix
DocType
Volume
ISSN
Journal
abs/1410.3120
Comp. Math. and Math. Phys. 2015. V. 55. no. 3. P.355-371
Citations 
PageRank 
References 
0
0.34
0
Authors
2
Name
Order
Citations
PageRank
Alexander Gasnikov194.23
Denis Dmitriev200.34