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PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs
Summary: PRSim delivers sublinear-time single-source SimRank queries on large power-law graphs with an index of size O(m). Query cost hinges on reverse PageRank; PRSim outperforms prior work in speed and accuracy with a compact index, and it scales to graphs.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 5686
- Venue
- SIGMOD
- Year
- 2019
- Pagerank
- 4.5489304e-05
- Overall Rank
- 8,231 | 42.80%
- DOI
-
10.1145/3299869.3319873
Incoming Non-self Citations Over Time
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 15 of 15 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 |
| 2,875 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9744337e-05 |
| 4,688 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9900111e-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 |
| 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 |
| 6,310 |
Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks |
2018 |
SIGMOD |
5.111823e-05 |
| 6,823 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9098643e-05 |
| 6,877 |
Towards Maximum Independent Sets on Massive Graphs |
2015 |
VLDB |
4.8945769e-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 |
| 6,823 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9098643e-05 |
| 4,888 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8494448e-05 |
| 5,666 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.3824583e-05 |
| 1,809 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
0.00010472588 |
| 2,875 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9744337e-05 |
| 1,542 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011447877 |
| 9,326 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.351469e-05 |
| 6,149 |
Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs |
2020 |
VLDB |
5.1835655e-05 |
| 8,232 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.5489304e-05 |
| 7,593 |
Exact Single-Source SimRank Computation on Large Graphs |
2020 |
SIGMOD |
4.6984572e-05 |