DBScholar

Back to papers

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
5530
Venue
SIGMOD
Year
2018
Pagerank
7.1715735e-05
Overall Rank
3,724 | 74.46%
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 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
4,023 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.949387e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
5,364 Fast Join Project Query Evaluation using Matrix Multiplication 2020 SIGMOD 6.2472125e-05
5,726 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1079184e-05
6,678 Output-sensitive Conjunctive Query Evaluation 2024 PODS 5.8053953e-05
7,676 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.5686107e-05
7,715 Cache-oblivious High-performance Similarity Join 2019 SIGMOD 5.5606224e-05
8,522 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.4119882e-05
9,065 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 5.3251649e-05
9,979 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.1845938e-05
10,024 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 5.1757914e-05
10,533 SeDA: Bridging the Gap between Efficient Syntactic and Precise Semantic Search of Similar Passages in Large Text Corpora 2026 VLDB 5.093636e-05
10,951 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 5.093636e-05
11,167 Determining the Largest Overlap between Tables 2024 SIGMOD 5.093636e-05
11,447 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 5.093636e-05
11,702 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.093636e-05
Previous Page 1 / 1 Next

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
21 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00056760516
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.0002743469
200 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025597287
975 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012870645
991 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012793339
1,151 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00011938186
1,886 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.5358137e-05
2,186 String Similarity Joins: An Experimental Evaluation 2014 VLDB 9.0001436e-05
2,501 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.4975661e-05
3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8262287e-05
3,041 Spatio-Textual Similarity Joins 2013 VLDB 7.8254399e-05
3,474 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 7.3859271e-05
3,676 LEMP: Fast Retrieval of Large Entries in a Matrix Product 2015 SIGMOD 7.2094091e-05
3,806 On the Complexity of Inner Product Similarity Join 2016 PODS 7.108802e-05
6,484 A Pivotal Prefix Based Filtering Algorithm for String Similarity Search 2014 SIGMOD 5.8665833e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 11,447 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB
2 321 Worst-Case Optimal Join Algorithms: Techniques, Results, and Open Problems 2018 PODS
3 4,450 Power-Law Based Estimation of Set Similarity Join Size 2009 VLDB
4 9,052 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD
5 2,245 Fast Set Intersection in Memory 2011 VLDB
6 2,501 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB
7 200 Efficient set joins on similarity predicates 2004 SIGMOD
8 169 Efficient Exact Set-Similarity Joins 2006 VLDB
9 3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB
10 3,474 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB