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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
9876
Venue
VLDB
Year
2008
Pagerank
0.00015302705
Overall Rank
653 | 95.53%
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
731 PathSim: Meta Path-Based Top-K Similarity Search in Heterogeneous Information Networks 2011 VLDB 0.00014537965
1,365 Scalable Similarity Search for SimRank 2014 SIGMOD 0.00011017467
1,414 Fast and Exact Top-k Search for Random Walk with Restart 2012 VLDB 0.00010848387
1,588 More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks 2014 VLDB 0.0001026895
1,812 Efficient SimRank-based Similarity Join Over Large Graphs 2013 VLDB 9.6948178e-05
2,291 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB 8.7973939e-05
3,315 Distributed Algorithms on Exact Personalized PageRank 2017 SIGMOD 7.5274958e-05
3,951 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB 6.9974506e-05
4,061 Efficient Top-K SimRank-based Similarity Join 2015 VLDB 6.9319591e-05
4,216 An Efficient Similarity Search Framework for SimRank over Large Dynamic Graphs 2015 VLDB 6.8273894e-05
4,825 SLING: A Near-Optimal Index Structure for SimRank 2016 SIGMOD 6.4910166e-05
5,186 On Link-based Similarity Join 2011 VLDB 6.3279474e-05
5,520 Walking in the Cloud: Parallel SimRank at Scale 2016 VLDB 6.1884239e-05
5,826 Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs 2020 VLDB 6.074674e-05
6,446 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD 5.8763523e-05
6,634 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB 5.8182573e-05
8,212 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD 5.4658632e-05
8,213 ProbeSim: Scalable Single-Source and Top-k SimRank Computations on Dynamic Graphs 2018 VLDB 5.4658632e-05
8,303 Efficient Top-K SimRank-based Similarity Join 2014 SIGMOD 5.457277e-05
9,314 DISK: A Distributed Framework for Single-Source SimRank with Accuracy Guarantee 2021 VLDB 5.289545e-05
9,471 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB 5.2634238e-05
10,281 PJsim: Towards Precise and Scalable Graph Similarity 2026 SIGMOD 5.093636e-05
11,796 SimTab: Accuracy-Guaranteed SimRank Queries through Tighter Confidence Bounds and Multi-Armed Bandits 2020 VLDB 5.093636e-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
79 XMark: A Benchmark for XML Data Management 2002 VLDB 0.00036555628
2,211 Relational link-based ranking 2004 VLDB 8.9422791e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 1,365 Scalable Similarity Search for SimRank 2014 SIGMOD
2 5,826 Realtime Index-Free Single Source SimRank Processing on Web-Scale Graphs 2020 VLDB
3 8,212 PRSim: Sublinear Time SimRank Computation on Large Power-Law Graphs 2019 SIGMOD
4 4,061 Efficient Top-K SimRank-based Similarity Join 2015 VLDB
5 2,291 Efficient Partial-Pairs SimRank Search on Large Networks 2015 VLDB
6 3,951 READS: A Random Walk Approach for Efficient and Accurate Dynamic SimRank 2017 VLDB
7 6,446 Exact Single-Source SimRank Computation on Large Graphs 2020 SIGMOD
8 1,588 More is Simpler: Effectively and Efficiently Assessing Node-Pair Similarities Based on Hyperlinks 2014 VLDB
9 9,471 Efficient and Accurate SimRank-based Similarity Joins: Experiments, Analysis, and Improvement 2024 VLDB
10 6,634 An Experimental Evaluation of SimRank-based Similarity Search Algorithms 2017 VLDB