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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 scalable MapReduce framework for all-pair similarity joins over multisets, sets, and vectors, using a two-stage compute-and-filter pipeline to handle skew. It delivers up to 30x speedups over VCL and scales to large IP-cookie datasets for proxy detection. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10514
Venue
VLDB
Year
2012
Pagerank
0.00010584816
Overall Rank
1,775 | 87.67%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
1,185 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00013432692
1,927 Efficient Processing of k Nearest Neighbor Joins using MapReduce 2012 VLDB 0.00010062395
2,714 Minimal MapReduce Algorithms 2013 SIGMOD 8.2426646e-05
2,729 String Similarity Joins: An Experimental Evaluation 2014 VLDB 8.2175463e-05
3,139 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4915127e-05
3,188 Scalable Big Graph Processing in MapReduce 2014 SIGMOD 7.4142307e-05
3,209 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.3793885e-05
3,461 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0696567e-05
4,397 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.2142485e-05
4,752 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9396804e-05
5,388 Auto-FuzzyJoin: Auto-Program Fuzzy Similarity Joins Without Labeled Examples 2021 SIGMOD 5.5342724e-05
6,502 Similarity Join over Array Data 2016 SIGMOD 5.0288901e-05
7,590 Scalable Column Concept Determination for Web Tables Using Large Knowledge Bases 2013 VLDB 4.6987033e-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
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.4229886e-05
9,113 MapReduce Algorithms for Big Data Analysis 2012 VLDB 4.3889284e-05
9,831 Balance-Aware Distributed String Similarity-Based Query Processing System 2019 VLDB 4.2710095e-05
10,933 Similarity Joins of Sparse Features 2024 SIGMOD 4.1905499e-05
11,360 Scaling Equi-Joins 2022 SIGMOD 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
11,937 Processing of Probabilistic Skyline Queries Using MapReduce 2015 VLDB 4.1905499e-05
12,083 PLASMA-HD: Probing the LAttice Structure and MAkeup of High-dimensional Data 2013 VLDB 4.1905499e-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
3 Pig Latin: A Not-So-Foreign Language for Data Processing 2008 SIGMOD 0.0024217964
70 Hive - A Warehousing Solution Over a Map-Reduce Framework 2009 VLDB 0.00059744625
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
264 Efficient Exact Set-Similarity Joins 2006 VLDB 0.00029950264
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
12,397 SLEUTH: Single-publisher attack detection Using correlation Hunting 2008 VLDB 4.1905499e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,209 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 7.3793885e-05
10,068 DiskJoin: Large-scale Vector Similarity Join with SSD 2026 SIGMOD 4.1905499e-05
3,461 Leveraging Set Relations in Exact Set Similarity Join 2017 VLDB 7.0696567e-05
248 Efficient set joins on similarity predicates 2004 SIGMOD 0.00030888982
8,899 Fast Approximate Similarity Join in Vector Databases 2025 SIGMOD 4.4229886e-05
10,933 Similarity Joins of Sparse Features 2024 SIGMOD 4.1905499e-05
4,130 Exploiting MapReduce-based Similarity Joins 2012 SIGMOD 6.4205218e-05
442 Efficient Parallel Set-Similarity Joins Using MapReduce 2010 SIGMOD 0.00023095823
4,752 Set Similarity Joins on MapReduce: An Experimental Survey 2018 VLDB 5.9396804e-05
3,139 ClusterJoin: A Similarity Joins Framework using Map-Reduce 2014 VLDB 7.4915127e-05