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Leveraging Set Relations in Exact Set Similarity Join

Summary: Leverages index- and answer-level set relations to improve exact set similarity join beyond standard filtering-verification. Index-blocking reduces filtering to linear cost; incremental answer reuse across similar sets yields speedups on 21 real datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11585
Venue
VLDB
Year
2017
Pagerank
7.0465856e-05
Overall Rank
3,490 | 75.73%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank Citing Paper Year Venue Pagerank
1,187 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013443639
4,353 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.263585e-05
6,074 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 5.2242306e-05
7,700 Near-Duplicate Text Alignment with One Permutation Hashing 2024 SIGMOD 4.6744372e-05
8,291 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 4.5435639e-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
11,185 FINEX: A Fast Index for Exact & Flexible Density-Based Clustering 2023 SIGMOD 4.1945683e-05
11,247 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 4.1945683e-05
11,305 TokenJoin: Efficient Filtering for Set Similarity Join with Maximum Weighted Bipartite Matching 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 14 of 14 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
150 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00041055843
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
1,715 V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors 2012 VLDB 0.00010803271
2,024 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.7519678e-05
3,141 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4829448e-05
3,459 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.072508e-05
3,514 Spatio-Textual Similarity Joins 2013 VLDB 7.0226998e-05
3,868 An Efficient Filter for Approximate Membership Checking 2008 SIGMOD 6.6822543e-05
4,050 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.4953612e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
447 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00022900171
1,396 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012204748
1,763 Efficient Processing of Joins on Set-valued Attributes 2003 SIGMOD 0.00010638276
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.427232e-05
7,109 Efficient Similarity Join and Search on Multi-Attribute Data 2015 SIGMOD 4.8292998e-05
4,353 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.263585e-05
4,050 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.4953612e-05
266 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029718727
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
3,459 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.072508e-05