Title
Fast, memory-efficient low-rank approximation of SimRank.
Abstract
SimRank is a well-known similarity measure between graph vertices. This measure relies on a graph topology and is built on the intuition that ‘two objects are similar if they are related to similar objects’. Formalization of this intuition leads to a system of linear equations, so large that even the solution vector will not fit in the RAM for many real-world graphs. To solve this issue we propose...
Year
DOI
Venue
2017
10.1093/comnet/cnw008
Journal of Complex Networks
Keywords
Field
DocType
Link Analysis,Similarity Search,SimRank,Lyapunov equation,svd,probabilistic svd
Discrete mathematics,Theoretical computer science,Low-rank approximation,Mathematics,SimRank
Journal
Volume
Issue
ISSN
5
1
2051-1310
Citations 
PageRank 
References 
1
0.35
10
Authors
3
Name
Order
Citations
PageRank
Ivan V. Oseledets130641.96
G. V. Ovchinnikov210.35
A. M. Katrutsa3102.54