Efficient Top-K SimRank-based Similarity Join
Summary: First attempt at top-k SimRank-based similarity join. Random-walk-based method to efficiently identify top-k pairs, with strong experimental gains over baselines on real graphs. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenbo Tao (Tsinghua University)
BibTeX Citation
@inproceedings{tao_sigmod14,
title = {{Efficient Top-K SimRank-based Similarity Join}},
author = {Tao, Wenbo},
series = {{SIGMOD} '14},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2588555.2612662},
url = {https://dl.acm.org/doi/10.1145/2588555.2612662},
year = {2014}
}
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,634 | An Experimental Evaluation of SimRank-based Similarity Search Algorithms | 2017 | VLDB | 5.8182573e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 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 |
| 1,812 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB | 9.6948178e-05 |
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| 3 | 5,186 | On Link-based Similarity Join | 2011 | VLDB |
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| 5 | 3,951 | READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank | 2017 | VLDB |
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| 7 | 4,216 | An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs | 2015 | VLDB |
| 8 | 1,812 | Efficient SimRank-based Similarity Join Over Large Graphs | 2013 | VLDB |
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| 10 | 4,061 | Efficient Top-K SimRank-based Similarity Join | 2015 | VLDB |