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Efficient Exact Set-Similarity Joins

Summary: Exact set-similarity join (SSJoin) algorithms for cross-collection sets. First to achieve both exact results and deterministic performance guarantees, surpassing prior probabilistic-guarantee methods; validated on real and synthetic datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9504
Venue
VLDB
Year
2006
Pagerank
0.00029718727
Overall Rank
266 | 98.16%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 28 of 78 citing papers.

Rank Citing Paper Year Venue Pagerank
6,726 A Pivotal Prefix Based Filtering Algorithm for String Similarity Search 2014 SIGMOD 4.9484027e-05
7,185 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 4.8066159e-05
7,215 SyncSignature: A Simple, Efficient, Parallelizable Framework for Tree Similarity Joins 2023 VLDB 4.7985991e-05
7,588 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 4.7030914e-05
7,668 Human-in-the-loop Data Integration 2017 VLDB 4.6834075e-05
7,669 Incorporating String Transformations in Record Matching 2008 SIGMOD 4.6833751e-05
7,847 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6365272e-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
8,575 THERMAL-JOIN: A Scalable Spatial Join for Dynamic Workloads 2015 SIGMOD 4.4928872e-05
8,618 Nexus: Correlation Discovery over Collections of Spatio-Temporal Tabular Data 2024 SIGMOD 4.4838259e-05
8,932 Comparative evaluation of entity resolution approaches with FEVER 2009 VLDB 4.427232e-05
9,439 On-the-Fly Token Similarity Joins in Relational Databases 2014 SIGMOD 4.3423824e-05
9,502 Streaming Similarity Self-Join 2016 VLDB 4.3341665e-05
9,832 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2751057e-05
9,850 COMPARE: Accelerating Groupwise Comparison in Relational Databases for Data Analytics 2021 VLDB 4.2721228e-05
9,932 Local Filtering: Improving the Performance of Approximate Queries on String Collections 2015 SIGMOD 4.2500258e-05
9,933 Efficient and Effective KNN Sequence Search with Approximate n-grams 2014 VLDB 4.2500258e-05
10,068 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 4.1945683e-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
11,087 Dealing with Acronyms, Abbreviations, and Typos in Real-World Entity Matching 2024 VLDB 4.1945683e-05
11,175 Grouping Time Series for Efficient Columnar Storage 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
11,979 Similarity Joins for Uncertain Strings 2014 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
18 On Random Sampling over Joins 1999 SIGMOD 0.00092385438
34 Similarity Search in High Dimensions via Hashing 1999 VLDB 0.00076637636
67 The Merge/Purge Problem for Large Databases 1995 SIGMOD 0.00061348205
125 Approximate String Joins in a Database (Almost) for Free 2001 VLDB 0.00044847972
150 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.00041055843
155 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00040637896
229 Reference Reconciliation in Complex Information Spaces 2005 SIGMOD 0.00032242633
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
280 Eliminating Fuzzy Duplicates in Data Warehouses 2002 VLDB 0.00029113044
678 ConQuer: Efficient Management of Inconsistent Databases 2005 SIGMOD 0.00018253213
1,048 Set Containment Joins: The Good, The Bad and The Ugly 2000 VLDB 0.00014457009
1,763 Efficient Processing of Joins on Set-valued Attributes 2003 SIGMOD 0.00010638276
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Overall Rank Paper Year Venue Pagerank
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.427232e-05
4,775 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9315784e-05
10,930 Similarity Joins of Sparse Features 2024 SIGMOD 4.1945683e-05
7,847 Set Similarity Join on Probabilistic Data 2010 VLDB 4.6365272e-05
2,740 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.1980628e-05
250 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030661988
4,353 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 6.263585e-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
4,050 An Efficient Partition Based Method for Exact Set Similarity Joins 2016 VLDB 6.4953612e-05