Back to papers
Exact Single-Source SimRank Computation on Large Graphs
Summary: ExactSim provides the first exact single-source and top-k SimRank on large graphs, surpassing Power Method's infeasibility for graphs with millions of nodes. On real data it yields ground-truth guarantees with high probability and achieves 7-decimal precision within practical query times.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5997
- Venue
- SIGMOD
- Year
- 2020
- Pagerank
- 4.6984572e-05
- Overall Rank
- 7,593 | 47.23%
- DOI
-
10.1145/3318464.3389781
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 478 |
Fast Incremental and Personalized PageRank |
2011 |
VLDB |
0.00022183187 |
| 753 |
Accuracy Estimate and Optimization Techniques for SimRank Computation |
2008 |
VLDB |
0.00017113124 |
| 911 |
Simrank++: Query Rewriting through Link Analysis of the Click Graph |
2008 |
VLDB |
0.00015381088 |
| 1,542 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011447877 |
| 1,896 |
More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks |
2014 |
VLDB |
0.00010173473 |
| 2,118 |
Efficient SimRank-based Similarity Join Over Large Graphs |
2013 |
VLDB |
9.5036922e-05 |
| 2,875 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9744337e-05 |
| 4,760 |
An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs |
2015 |
VLDB |
5.9342555e-05 |
| 4,888 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8494448e-05 |
| 4,953 |
Efficient Top-K SimRank-based Similarity Join |
2015 |
VLDB |
5.8060034e-05 |
| 5,288 |
SLING: A Near-Optimal Index Structure for SimRank |
2016 |
SIGMOD |
5.5799268e-05 |
| 5,926 |
Walking in the Cloud: Parallel SimRank at Scale |
2016 |
VLDB |
5.2668617e-05 |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.5489304e-05 |
| 8,232 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.5489304e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 8,025 |
Efficient Top-K SimRank-based Similarity Join |
2014 |
SIGMOD |
4.5988512e-05 |
| 4,888 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8494448e-05 |
| 6,823 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9098643e-05 |
| 4,760 |
An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs |
2015 |
VLDB |
5.9342555e-05 |
| 1,542 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011447877 |
| 6,149 |
Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs |
2020 |
VLDB |
5.1835655e-05 |
| 9,326 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.351469e-05 |
| 4,953 |
Efficient Top-K SimRank-based Similarity Join |
2015 |
VLDB |
5.8060034e-05 |
| 8,232 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.5489304e-05 |
| 8,231 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.5489304e-05 |