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V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors

Summary: V-SMART-Join is a skew-aware, two-stage MapReduce framework for exact all-pair similarity joins over sets, multisets, and vectors. It scales to high-cardinality Internet data, substantially outperforming VCL and enabling proxy discovery from IP–cookie multisets. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
10701
Venue
VLDB
Year
2012
Pagerank
0.00010840141
Overall Rank
1,415 | 90.30%
DOI
10.14778/2212351.2212353

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{metwally_vldb12,
        title = {{V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors}},
        author = {Metwally, Ahmed and Faloutsos, Christos},
        journal = {PVLDB},
        series = {{VLDB} '12},
        volume = {5},
        number = {8},
        pages = {704--715},
        doi = {10.14778/2212351.2212353},
        url = {https://doi.org/10.14778/2212351.2212353},
        year = {2012}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
779 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014092047
2,137 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 9.110238e-05
2,186 String Similarity Joins: An Experimental Evaluation 2014 VLDB 9.0001436e-05
2,501 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.4975661e-05
2,539 Minimal MapReduce Algorithms 2013 SIGMOD 8.4526595e-05
2,567 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 8.4098241e-05
3,008 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.8578871e-05
3,040 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.8262287e-05
4,023 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.949387e-05
4,260 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 6.7984322e-05
5,134 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 6.3532024e-05
6,157 Similarity Join over Array Data 2016 SIGMOD 5.9554363e-05
7,493 Human-in-the-loop Data Integration 2017 VLDB 5.6046905e-05
7,575 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 5.5937684e-05
8,088 Customizable and Scalable Fuzzy Join for Big Data 2019 VLDB 5.4900832e-05
9,052 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 5.3251649e-05
9,263 MapReduce Algorithms for Big Data Analysis 2012 VLDB 5.2966408e-05
9,979 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 5.1845938e-05
11,149 Similarity Joins of Sparse Features 2024 SIGMOD 5.093636e-05
11,556 Scaling Equi-Joins 2022 SIGMOD 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
12,127 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 5.093636e-05
12,272 PLASMA-HD: Probing the LAttice Structure and MAkeup of High-dimensional Data 2013 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
6 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0010686205
32 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00050111008
169 Efficient Exact Set-Similarity Joins 2006 VLDB 0.0002743469
200 Efficient set joins on similarity predicates 2004 SIGMOD 0.00025597287
356 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00020303289
12,582 SLEUTH: Single-pubLisher attack dEtection Using correlaTion Hunting 2008 VLDB 5.093636e-05
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