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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
- 5685
- Venue
- SIGMOD
- Year
- 2019
- Pagerank
- 4.553296e-05
- Overall Rank
- 8,236 | 42.71%
- 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 |
| 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 |
| 2,885 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9613842e-05 |
| 4,733 |
TopPPR: Top-k Personalized PageRank Queries with Precision Guarantees on Large Graphs |
2018 |
SIGMOD |
5.9631943e-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 |
| 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 |
| 6,309 |
Efficient Algorithms for Finding Approximate Heavy Hitters in Personalized PageRanks |
2018 |
SIGMOD |
5.1167347e-05 |
| 6,789 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9251746e-05 |
| 6,873 |
Towards Maximum Independent Sets on Massive Graphs |
2015 |
VLDB |
4.8989748e-05 |
| 7,230 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.7948717e-05 |
Semantically Similar Papers
| Overall Rank |
Paper |
Year |
Venue |
Pagerank |
| 6,789 |
An Experimental Evaluation of SimRank-based Similarity Search Algorithms |
2017 |
VLDB |
4.9251746e-05 |
| 4,922 |
READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank |
2017 |
VLDB |
5.8233726e-05 |
| 5,655 |
Personalized PageRank on Evolving Graphs with an Incremental Index-Update Scheme |
2023 |
SIGMOD |
5.387631e-05 |
| 1,821 |
Computing Personalized PageRank Quickly by Exploiting Graph Structures |
2014 |
VLDB |
0.00010423565 |
| 2,885 |
Efficient Partial-Pairs SimRank Search on Large Networks |
2015 |
VLDB |
7.9613842e-05 |
| 1,539 |
Scalable Similarity Search for SimRank |
2014 |
SIGMOD |
0.00011460415 |
| 9,321 |
Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement |
2024 |
VLDB |
4.3556432e-05 |
| 6,205 |
Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs |
2020 |
VLDB |
5.1583493e-05 |
| 7,230 |
ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs |
2018 |
VLDB |
4.7948717e-05 |
| 7,590 |
Exact Single-Source SimRank Computation on Large Graphs |
2020 |
SIGMOD |
4.7029681e-05 |