Efficient Top-K SimRank-based Similarity Join
Summary: Top-k SimRank-based similarity join for large graphs; nodes encoded as neighbor-summarizing vectors, turning SimRank into dot products. Two-step framework provides exact and approximate algorithms (user-specified accuracy), delivering scalable, high-performance top-k results. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenbo Tao (Tsinghua University)
- 2. Minghe Yu (Tsinghua University)
- 3. Guoliang Li (Tsinghua University)
BibTeX Citation
@article{tao_vldb15,
title = {{Efficient Top-K SimRank-based Similarity Join}},
author = {Tao, Wenbo and Yu, Minghe and Li, Guoliang},
journal = {PVLDB},
series = {{VLDB} '15},
volume = {8},
number = {3},
pages = {317--328},
doi = {10.14778/2735508.2735520},
url = {https://doi.org/10.14778/2735508.2735520},
year = {2015}
}Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,951 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 6.9974506e-05 |
| 4,825 | SLING: A Near-Optimal Index Structure for SimRank | 2016 | SIGMOD | 6.4910166e-05 |
| 5,826 | Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs | 2020 | VLDB | 6.074674e-05 |
| 6,446 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 5.8763523e-05 |
| 8,213 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 5.4658632e-05 |
| 9,471 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 5.2634238e-05 |
| 10,281 | PJsim: Towards Precise and Scalable Graph Similarity | 2026 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 653 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00015302705 |
| 731 | PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks | 2011 | VLDB | 0.00014537965 |
| 758 | Simrank++: Query Rewriting through Link Analysis of the Click Graph | 2008 | VLDB | 0.00014277369 |
| 1,365 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011017467 |
| 1,588 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.0001026895 |
| 1,812 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.6948178e-05 |
| 6,552 | Evaluation Strategies for Top-k Queries over Memory-Resident Inverted Indexes | 2011 | VLDB | 5.8425759e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 6,634 | An Experimental Evaluation of SimRank-based Similarity Search Algorithms | 2017 | VLDB |
| 2 | 5,186 | On Link-based Similarity Join | 2011 | VLDB |
| 3 | 2,291 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB |
| 4 | 4,216 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB |
| 5 | 9,052 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD |
| 6 | 6,446 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD |
| 7 | 1,365 | Scalable Similarity Search for SimRank | 2014 | SIGMOD |
| 8 | 1,812 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB |
| 9 | 9,471 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB |
| 10 | 8,303 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD |