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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
- 5996
- Venue
- SIGMOD
- Year
- 2020
- Pagerank
- 4.7029681e-05
- Overall Rank
- 7,590 | 47.20%
- 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 |
| 486 |
Fast Incremental and Personalized PageRank |
2011 |
VLDB |
0.00022068545 |
| 756 |
Accuracy Estimate and Optimization Techniques for SimRank Computation |
2008 |
VLDB |
0.00017088023 |
| 917 |
Simrank++: Query Rewriting through Link Analysis of the Click Graph |
2008 |
VLDB |
0.00015370124 |
| 1,539 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011460415 |
| 1,903 |
More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks |
2014 |
VLDB |
0.00010155777 |
| 2,117 |
Efficient SimRank-based Similarity Join Over Large Graphs |
2013 |
VLDB |
9.5155578e-05 |
| 2,885 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9613842e-05 |
| 4,791 |
An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs |
2015 |
VLDB |
5.9188595e-05 |
| 4,922 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8233726e-05 |
| 4,976 |
Efficient Top-K SimRank-based Similarity Join |
2015 |
VLDB |
5.7882361e-05 |
| 5,350 |
SLING: A Near-Optimal Index Structure for SimRank |
2016 |
SIGMOD |
5.553662e-05 |
| 5,899 |
Walking in the Cloud: Parallel SimRank at Scale |
2016 |
VLDB |
5.2824488e-05 |
| 7,230 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.7948717e-05 |
| 8,236 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.553296e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 8,019 |
Efficient Top-K SimRank-based Similarity Join |
2014 |
SIGMOD |
4.6041407e-05 |
| 4,922 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8233726e-05 |
| 6,789 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9251746e-05 |
| 4,791 |
An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs |
2015 |
VLDB |
5.9188595e-05 |
| 1,539 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011460415 |
| 6,205 |
Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs |
2020 |
VLDB |
5.1583493e-05 |
| 9,321 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.3556432e-05 |
| 4,976 |
Efficient Top-K SimRank-based Similarity Join |
2015 |
VLDB |
5.7882361e-05 |
| 7,230 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.7948717e-05 |
| 8,236 |
PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs |
2019 |
SIGMOD |
4.553296e-05 |