DBScholar

Back to papers

An Efficient Partition Based Method for Exact Set Similarity Joins

Summary: Introduces a partition-based exact set-similarity join that prunes pairs via shared subsets and 1-deletion neighborhoods, overcoming prefix-filter limitations. Greedy allocation and adaptive grouping reduce optimization from O(s^3) to O(s log s), yielding 2–5× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hac1880dfcb8714b3
Venue
VLDB
Year
2016
Pagerank
7.3640394e-05
Overall Rank
3,359 | 77.49%
DOI
10.14778/2856318.2856330
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deng_vldb16,
        title = {{An Efficient Partition Based Method for Exact Set Similarity Joins}},
        author = {Deng, Dong and Li, Guoliang and Wen, He and Feng, Jianhua},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {4},
        pages = {360--371},
        doi = {10.14778/2856318.2856330},
        url = {https://doi.org/10.14778/2856318.2856330},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 22 of 22 citing papers.

Rank Citing Paper Year Venue Pagerank
1,650 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9690948e-05
2,933 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.827041e-05
3,604 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1548073e-05
4,282 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.6712965e-05
4,703 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4458272e-05
5,467 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1037173e-05
5,779 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 5.9804127e-05
5,923 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9283659e-05
6,404 Human-in-the-loop Data Integration 2017 VLDB 5.7797097e-05
7,244 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5606514e-05
7,854 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.4230974e-05
8,241 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 5.3560963e-05
8,717 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.2705676e-05
8,978 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.2334381e-05
9,158 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.2041319e-05
9,778 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.115551e-05
10,256 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 5.0405429e-05
10,929 Pail: Efficient kNN Search on Set-Valued Attributes 2026 VLDB 4.9605343e-05
11,400 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.9605343e-05
11,555 Similarity Joins of Sparse Features 2024 SIGMOD 4.9605343e-05
11,809 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.9605343e-05
12,277 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 4.9605343e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
164 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00027451323
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027077763
199 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.0002551523
202 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025244506
359 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00019963275
966 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012777679
987 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012643645
1,928 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.3476482e-05
1,941 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.3141839e-05
2,235 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.7832223e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 8,434 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD
2 359 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD
3 966 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD
4 1,941 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB
5 7,035 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD
6 202 Efficient set joins on similarity predicates 2004 SIGMOD
7 2,514 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB
8 2,933 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB
9 3,604 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD
10 169 Efficient Exact Set-Similarity Joins 2006 VLDB