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Accuracy Estimate and Optimization Techniques for SimRank Computation

Summary: Develops an accuracy estimator that determines the iterations needed for a target-error SimRank computation. Optimizes iterative cost from O(n⁴) to O(n³) and adds an accuracy-aware threshold-sieving heuristic, validated on Wikipedia. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h562071ed71acf539
Venue
VLDB
Year
2008
Pagerank
0.00014934356
Overall Rank
669 | 95.52%
DOI
10.14778/1453856.1453904

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{lizorkin_vldb08,
        title = {{Accuracy Estimate and Optimization Techniques for SimRank Computation}},
        author = {Lizorkin, Dmitry and Velikhov, Pavel and Grinev, Maxim and Turdakov, Denis},
        journal = {PVLDB},
        series = {{VLDB} '08},
        volume = {1},
        number = {1},
        pages = {422--433},
        doi = {10.14778/1453856.1453904},
        url = {https://doi.org/10.14778/1453856.1453904},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 23 of 23 citing papers.

Rank Citing Paper Year Venue Pagerank
741 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014302
1,406 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00010736875
1,407 Fast and Exact Top-k Search for Random Walk with Restart 2012 VLDB 0.00010736384
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
2,358 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 8.5709995e-05
3,239 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.483901e-05
4,052 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 6.8147387e-05
4,168 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 6.7538415e-05
4,320 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB 6.6519974e-05
4,969 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD 6.3215234e-05
5,331 On Link-based Similarity Join 2011 VLDB 6.1632022e-05
5,663 Walking in the Cloud: Parallel SimRank at Scale 2016 VLDB 6.0296053e-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
6,776 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 5.6690965e-05
8,006 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB 5.3919311e-05
8,404 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 5.3230348e-05
8,495 Efficient Top-K SimRank-based Similarity Join 2014 SIGMOD 5.3148528e-05
9,532 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.151324e-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
12,148 SimTab: Accuracy-Guaranteed SimRank Queries through Tighter Confidence Bounds and Multi-Armed Bandits 2020 VLDB 4.9605343e-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
86 XMark: A Benchmark for XML Data Management 2002 VLDB 0.0003567995
2,264 Relational link-based ranking 2004 VLDB 8.7252155e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,406 Scalable Similarity Search for SimRank 2014 SIGMOD
2 5,959 Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs 2020 VLDB
3 8,404 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD
4 4,168 Efficient Top-K SimRank-based Similarity Join 2015 VLDB
5 2,358 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB
6 4,052 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB
7 6,593 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD
8 1,632 More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks 2014 VLDB
9 9,663 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB
10 6,776 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB