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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
11329
Venue
VLDB
Year
2016
Pagerank
6.5048916e-05
Overall Rank
4,041 | 71.92%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
2,176 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 9.3729351e-05
3,461 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0696567e-05
4,350 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.2576191e-05
4,752 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9396804e-05
5,375 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 5.5407861e-05
5,477 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 5.4856699e-05
6,080 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.219249e-05
6,559 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.00593e-05
7,187 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 4.8020046e-05
7,636 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 4.6863871e-05
7,667 Human-in-the-loop Data Integration 2017 VLDB 4.6791871e-05
8,116 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 4.5788731e-05
8,284 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 4.5392079e-05
8,648 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 4.4718808e-05
9,831 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2710095e-05
9,875 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 4.2626861e-05
10,714 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 4.1905499e-05
10,933 Similarity Joins of Sparse Features 2024 SIGMOD 4.1905499e-05
11,249 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.1905499e-05
11,508 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 4.1905499e-05
11,730 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 4.1905499e-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 0.00041081536
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
265 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00029904018
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
1,299 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012712766
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012215253
2,012 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.8007613e-05
2,588 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 8.4872437e-05
2,729 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.2175463e-05
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8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.4229886e-05
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