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
- 2. Minghe Yu
- 3. Guoliang Li
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 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 |
| 6,149 | Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs | 2020 | VLDB | 5.1835655e-05 |
| 7,593 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 4.6984572e-05 |
| 8,232 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 4.5489304e-05 |
| 9,326 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.351469e-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 |
|---|---|---|---|---|
| 753 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00017113124 |
| 765 | PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks | 2011 | VLDB | 0.0001695147 |
| 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 |
| 2,118 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.5036922e-05 |
| 6,524 | Evaluation Strategies for Top-k Queries over Memory-Resident Inverted Indexes | 2011 | VLDB | 5.0225949e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,992 | On Link-based Similarity Join | 2011 | VLDB | 5.7750116e-05 |
| 6,823 | An Experimental Evaluation of SimRank-based Similarity Search Algorithms | 2017 | VLDB | 4.9098643e-05 |
| 2,875 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB | 7.9744337e-05 |
| 4,760 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 5.9342555e-05 |
| 8,899 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD | 4.4229886e-05 |
| 7,593 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD | 4.6984572e-05 |
| 1,542 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00011447877 |
| 2,118 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.5036922e-05 |
| 9,326 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB | 4.351469e-05 |
| 8,025 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD | 4.5988512e-05 |