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An Efficient Partition Based Method for Exact Set Similarity Joins

Summary: Partition-based exact set similarity joins; shared subset necessary for similarity, enabling stronger pruning than prefix filtering. Mixes 1-deletion neighborhoods; DP-guided greedy 2-approx with adaptive grouping yields O(s log s) per set and 2–5x speedups. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11328
Venue
VLDB
Year
2016
Pagerank
6.4953612e-05
Overall Rank
4,050 | 71.83%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
2,175 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3644117e-05
3,490 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0465856e-05
4,353 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.263585e-05
4,775 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9315784e-05
5,365 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 5.5461187e-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
6,605 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 4.9965703e-05
7,185 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 4.8066159e-05
7,635 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 4.6908858e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
8,137 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 4.5774794e-05
8,291 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 4.5435639e-05
8,650 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 4.4761716e-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
10,706 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.1945683e-05
10,930 Similarity Joins of Sparse Features 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
11,724 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 4.1945683e-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
150 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00041055843
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
263 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029862413
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
447 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00022900171
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
2,024 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.7519678e-05
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
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