An Experimental Evaluation of SimRank-based Similarity Search Algorithms
Summary: Empirical comparison of SimRank-based similarity search. Ten unified implementations (2002–2015) on graphs reveal no dominant method; iterative methods more accurate, random-walk more scalable; non-iterative variant excels on medium graphs - guidelines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zhipeng Zhang (Peking University)
- 2. Yingxia Shao (Peking University)
- 3. Bin Cui (Peking University)
- 4. Ce Zhang (ETH Zurich)
BibTeX Citation
@article{zhang_vldb17,
title = {{An Experimental Evaluation of SimRank-based Similarity Search Algorithms}},
author = {Zhang, Zhipeng and Shao, Yingxia and Cui, Bin and Zhang, Ce},
journal = {PVLDB},
series = {{VLDB} '17},
volume = {10},
number = {5},
pages = {601--612},
doi = {10.14778/3055540.3055548},
url = {https://doi.org/10.14778/3055540.3055548},
year = {2017}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,031 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB | 6.84057e-05 |
| 6,301 | Memory-Aware Framework for Efficient Second-Order Random Walk on Large Graphs | 2020 | SIGMOD | 5.8188746e-05 |
| 7,986 | ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs | 2018 | VLDB | 5.4123815e-05 |
| 8,379 | PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs | 2019 | SIGMOD | 5.3432239e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 666 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB | 0.00014985082 |
| 788 | Simrank++: Query Rewriting through Link Analysis of the Click Graph | 2008 | VLDB | 0.00013980547 |
| 1,046 | Parallel Subgraph Listing in a Large-Scale Graph | 2014 | SIGMOD | 0.00012319866 |
| 1,400 | Scalable Similarity Search for SimRank | 2014 | SIGMOD | 0.00010776946 |
| 1,864 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.4824224e-05 |
| 2,345 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB | 8.6034897e-05 |
| 4,303 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB | 6.6772109e-05 |
| 4,755 | Efficient Cohesive Subgraphs Detection in Parallel | 2014 | SIGMOD | 6.4323525e-05 |
| 8,471 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD | 5.3350108e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 2,345 | Efficient Partial-Pairs SimRank Search on Large Networks | 2015 | VLDB |
| 2 | 1,626 | More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks | 2014 | VLDB |
| 3 | 6,581 | Exact Single-Source SimRank Computation on Large Graphs | 2020 | SIGMOD |
| 4 | 666 | Accuracy Estimate and Optimization Techniques for SimRank Computation | 2008 | VLDB |
| 5 | 4,150 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB |
| 6 | 1,400 | Scalable Similarity Search for SimRank | 2014 | SIGMOD |
| 7 | 9,628 | Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement | 2024 | VLDB |
| 8 | 8,471 | Efficient Top-K SimRank-based Similarity Join | 2014 | SIGMOD |
| 9 | 4,031 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB |
| 10 | 4,303 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB |