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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
7.3910669e-05
Overall Rank
3,350 | 77.48%
DOI
10.14778/2856318.2856330

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
1,654 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.9739611e-05
2,921 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8519256e-05
3,596 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1790375e-05
4,274 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.6918599e-05
4,688 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4697463e-05
5,444 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1268526e-05
5,764 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 6.0030951e-05
5,912 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9501002e-05
6,397 Human-in-the-loop Data Integration 2017 VLDB 5.7989499e-05
7,226 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.5810344e-05
7,833 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.443666e-05
8,219 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 5.3761699e-05
8,689 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.2905577e-05
8,946 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.2532874e-05
9,126 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.22387e-05
9,741 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.1349531e-05
10,214 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 5.0596605e-05
10,859 Pail: Efficient kNN Search on Set-Valued Attributes 2026 VLDB 4.9793485e-05
11,339 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.9793485e-05
11,497 Similarity Joins of Sparse Features 2024 SIGMOD 4.9793485e-05
11,759 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.9793485e-05
12,228 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 4.9793485e-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 0.00027536748
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027163517
198 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025555196
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025331535
360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020009936
963 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012816649
992 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012646771
1,923 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.3750526e-05
1,933 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.3459285e-05
2,220 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.8146984e-05
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# Overall Rank Paper Year Venue
1 8,408 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD
2 360 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD
3 963 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD
4 1,933 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB
5 7,030 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 2,921 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB
9 3,596 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD
10 168 Efficient Exact Set-Similarity Joins 2006 VLDB