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Overlap Set Similarity Joins with Theoretical Guarantees

Summary: Overlap Set Similarity Joins with Theoretical Guarantees introduces a size-aware algorithm for c-overlap joins with time O(n^{2-1/c} k^{1/(2c)}). It partitions sets into small/large, uses large-set methods for the large group, and adds small-set heuristics plus a boundary optimizer, yielding strong practical speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf5908978c381f838
Venue
SIGMOD
Year
2018
Pagerank
7.1790375e-05
Overall Rank
3,596 | 75.83%
DOI
10.1145/3183713.3183748

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deng_sigmod18,
        title = {{Overlap Set Similarity Joins with Theoretical Guarantees}},
        author = {Deng, Dong and Tao, Yufei and Li, Guoliang},
        series = {{SIGMOD} '18},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3183713.3183748},
        url = {https://dl.acm.org/doi/10.1145/3183713.3183748},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
4,107 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.8026037e-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
5,487 Fast Join Project Query Evaluation using Matrix Multiplication 2020 SIGMOD 6.1096421e-05
6,467 Output-sensitive Conjunctive Query Evaluation 2024 PODS 5.7747248e-05
7,560 Cache-oblivious High-performance Similarity Join 2019 SIGMOD 5.4962229e-05
7,833 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.443666e-05
8,689 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.2905577e-05
9,126 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.22387e-05
9,242 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.2056825e-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
10,717 SeDA: Bridging the Gap between Efficient Syntactic and Precise Semantic Search of Similar Passages in Large Text Corpora 2026 VLDB 4.9793485e-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
11,512 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9793485e-05
11,759 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

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

Rank Cited Paper Year Venue Pagerank
20 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00057568153
168 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00027163517
201 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025331535
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
1,171 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00011702886
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
2,513 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.3679178e-05
2,921 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8519256e-05
2,944 Spatio-Textual Similarity Joins 2013 VLDB 7.828107e-05
3,350 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3910669e-05
3,611 LEMP: Fast Retrieval of Large Entries in a Matrix Product 2015 SIGMOD 7.1628753e-05
3,809 On the Complexity of Inner Product Similarity Join 2016 PODS 7.0089846e-05
6,605 A Pivotal Prefix Based Filtering Algorithm for String Similarity Search 2014 SIGMOD 5.7367357e-05
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