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An Efficient Partition Based Method for Exact Set Similarity Joins

Summary: Introduces a partition-based exact set-similarity join that prunes pairs via shared subsets and 1-deletion neighborhoods, overcoming prefix-filter limitations. Greedy allocation and adaptive grouping reduce optimization from O(s^3) to O(s log s), yielding 2–5× speedups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
11516
Venue
VLDB
Year
2016
Pagerank
7.3859271e-05
Overall Rank
3,474 | 76.17%
DOI
10.14778/2856318.2856330

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{deng_vldb16,
        title = {{An Efficient Partition Based Method for Exact Set Similarity Joins}},
        author = {Deng, Dong and Li, Guoliang and Wen, He and Feng, Jianhua},
        journal = {PVLDB},
        series = {{VLDB} '16},
        volume = {9},
        number = {4},
        pages = {360--371},
        doi = {10.14778/2856318.2856330},
        url = {https://doi.org/10.14778/2856318.2856330},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 21 of 21 citing papers.

Rank Citing Paper Year Venue Pagerank
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8262287e-05
3,724 Overlap Set Similarity Joins with Theoretical Guarantees 2018 SIGMOD 7.1715735e-05
4,260 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.7984322e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
5,671 Question Answering Over Knowledge Graphs: Question Understanding Via Template Decomposition 2018 VLDB 6.1262839e-05
5,726 Pigeonring: A Principle for Faster Thresholded Similarity Search 2019 VLDB 6.1079184e-05
6,290 Dima: A Distributed In-Memory Similarity-Based Query Processing System 2017 VLDB 5.9253163e-05
7,083 Certus: An Effective Entity Resolution Approach with Graph Differential Dependencies (GDDs) 2019 VLDB 5.7075402e-05
7,493 Human-in-the-loop Data Integration 2017 VLDB 5.6046905e-05
7,676 Allign: Aligning All-Pair Near-Duplicate Passages in Long Texts 2021 SIGMOD 5.5686107e-05
8,088 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 5.4900832e-05
8,522 TxtAlign: Efficient Near-Duplicate Text Alignment Search via Bottom-k Sketches for Plagiarism Detection 2022 SIGMOD 5.4119882e-05
8,791 HAP: An Efficient Hamming Space Index Based on Augmented Pigeonhole Principle 2022 SIGMOD 5.3717005e-05
9,979 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.1845938e-05
10,024 Near-Duplicate Sequence Search at Scale for Large Language Model Memorization Evaluation 2023 SIGMOD 5.1757914e-05
10,951 Extensible and Robust Evaluation of Similarity Queries 2025 VLDB 5.093636e-05
11,149 Similarity Joins of Sparse Features 2024 SIGMOD 5.093636e-05
11,447 A Two-Level Signature Scheme for Stable Set Similarity Joins 2023 VLDB 5.093636e-05
11,702 LES3: Learning-based Exact Set Similarity Search 2021 VLDB 5.093636e-05
11,929 ZigZag: Supporting Similarity Queries on Vector Space Models 2018 SIGMOD 5.093636e-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
160 Integration of Heterogeneous Databases Without Common Domains Using Queries Based on Textual Similarity 1998 SIGMOD 0.0002802209
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.0002743469
196 CrowdER: Crowdsourcing Entity Resolution 2012 VLDB 0.00025780596
200 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025597287
356 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020303289
975 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012870645
991 Bayesian Locality Sensitive Hashing for Fast Similarity Search 2012 VLDB 0.00012793339
1,886 Pass-Join: A Partition-based Method for Similarity Joins 2012 VLDB 9.5358137e-05
1,935 ATLAS: A Probabilistic Algorithm for High Dimensional Similarity Search 2011 SIGMOD 9.4560124e-05
2,186 String Similarity Joins: An Experimental Evaluation 2014 VLDB 9.0001436e-05
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# Overall Rank Paper Year Venue
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