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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
7.3875743e-05
Overall Rank
3,350 | 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
1,655 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9694129e-05
2,923 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8482459e-05
3,598 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1756405e-05
4,275 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.6887374e-05
4,690 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4667478e-05
5,449 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.123954e-05
5,765 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 6.0002533e-05
5,914 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9472869e-05
6,400 Human-in-the-loop Data Integration 2017 VLDB 5.7962311e-05
7,228 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5783924e-05
7,837 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.4410891e-05
8,226 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 5.3736355e-05
8,697 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.2880532e-05
8,955 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.2508006e-05
9,136 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.2213971e-05
9,746 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.1325223e-05
10,220 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 5.0572653e-05
10,868 Pail: Efficient kNN Search on Set-Valued Attributes 2026 VLDB 4.9769913e-05
11,347 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.9769913e-05
11,503 Similarity Joins of Sparse Features 2024 SIGMOD 4.9769913e-05
11,765 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.9769913e-05
12,234 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 4.9769913e-05
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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
162 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00027524669
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027151132
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025546182
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025319937
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020001237
965 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012810695
990 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012643446
1,922 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.3726231e-05
1,934 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.341845e-05
2,223 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.8105347e-05
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# Overall Rank Paper Year Venue
1 8,416 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD
2 360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD
3 965 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD
4 1,934 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB
5 7,032 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD
6 201 Efficient set joins on similarity predicates 2004 SIGMOD
7 2,513 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB
8 2,923 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB
9 3,598 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD
10 168 Efficient Exact Set-Similarity Joins 2006 VLDB