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 |
|---|---|---|---|---|
| 4,052 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 6.8147387e-05 |
| 4,969 | SLING: A Near-Optimal Index Structure for SimRank | 2016 | SIGMOD | 6.3215234e-05 |
| 5,959 | Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs | 2020 | VLDB | 5.916424e-05 |
| 6,593 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 5.7227975e-05 |
| 8,006 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 5.3919311e-05 |
| 9,663 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 5.1282476e-05 |
| 10,570 | PJsim: Towards Precise and Scalable Graph Similarity | 2026 | SIGMOD | 4.9605343e-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 |
|---|---|---|---|---|
| 669 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00014934356 |
| 741 | PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks | 2011 | VLDB | 0.00014302 |
| 789 | Simrank++: Query Rewriting through Link Analysis of the Click Graph | 2008 | VLDB | 0.00013935056 |
| 1,406 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00010736875 |
| 1,632 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB | 0.00010005875 |
| 1,873 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.4472588e-05 |
| 6,694 | Evaluation Strategies for Top-k Queries over Memory-Resident Inverted Indexes | 2011 | VLDB | 5.6900716e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 5,331 | On Link-based Similarity Join | 2011 | VLDB |
| 2 | 6,776 | An Experimental Evaluation of SimRank-based Similarity Search Algorithms | 2017 | VLDB |
| 3 | 2,358 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB |
| 4 | 4,320 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB |
| 5 | 8,434 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD |
| 6 | 6,593 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD |
| 7 | 1,406 | Scalable Similarity Search for SimRank | 2014 | SIGMOD |
| 8 | 1,873 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB |
| 9 | 9,663 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB |
| 10 | 8,495 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD |