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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
5468
Venue
SIGMOD
Year
2018
Pagerank
6.263585e-05
Overall Rank
4,353 | 69.72%
DOI
10.1145/3183713.3183748

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
4,402 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2195162e-05
5,469 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 5.4898192e-05
6,074 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.2242306e-05
6,647 Fast Join Project Query Evaluation using Matrix Multiplication 2020 SIGMOD 4.9772122e-05
7,635 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 4.6908858e-05
7,765 Cache-oblivious High-performance Similarity Join 2019 SIGMOD 4.6572085e-05
8,291 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 4.5435639e-05
8,910 R2D2: Reducing Redundancy and Duplication in Data Lakes 2023 SIGMOD 4.427232e-05
8,966 Output-sensitive Conjunctive Query Evaluation 2024 PODS 4.4193184e-05
9,832 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2751057e-05
9,876 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 4.2667743e-05
10,245 SeDA: Bridging the Gap between Efficient Syntactic and Precise Semantic Search of Similar Passages in Large Text Corpora 2026 VLDB 4.1945683e-05
10,706 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.1945683e-05
10,951 Determining the Largest Overlap between Tables 2024 SIGMOD 4.1945683e-05
11,247 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.1945683e-05
11,504 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 4.1945683e-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
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
1,048 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00014457009
1,305 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012687101
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012204748
2,592 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 8.4795761e-05
2,740 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.1980628e-05
3,459 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.072508e-05
3,490 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0465856e-05
3,514 Spatio-Textual Similarity Joins 2013 VLDB 7.0226998e-05
4,050 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.4953612e-05
4,401 LEMP: Fast Retrieval of Large Entries in a Matrix Product 2015 SIGMOD 6.2211271e-05
4,808 On the Complexity of Inner Product Similarity Join 2016 PODS 5.908896e-05
6,726 A Pivotal Prefix Based Filtering Algorithm for String Similarity Search 2014 SIGMOD 4.9484027e-05
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