Exploiting MapReduce-based Similarity Joins
Summary: MRSimJoin: a multi-round MapReduce algorithm for similarity joins in cloud systems, partitioning data to fit subsets on a single node. Metric-space, Hadoop-based, with real-world uses (image features, bibliographic data) and EC2-scale experiments. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yasin N. Silva (Arizona State University)
- 2. Jason M. Reed (Arizona State University)
BibTeX Citation
@inproceedings{silva_sigmod12,
title = {{Exploiting MapReduce-based Similarity Joins}},
author = {Silva, Yasin N. and Reed, Jason M.},
series = {{SIGMOD} '12},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2213836.2213935},
url = {https://dl.acm.org/doi/10.1145/2213836.2213935},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 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 |
| 2,567 | ClusterJoin: A Similarity Joins Framework using Map-Reduce | 2014 | VLDB | 8.4098241e-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 |
| 7,111 | Submodularity of Distributed Join Computation | 2018 | SIGMOD | 5.69924e-05 |
| 8,088 | Customizable and Scalable Fuzzy Join for Big Data | 2019 | VLDB | 5.4900832e-05 |
| 11,149 | Similarity Joins of Sparse Features | 2024 | SIGMOD | 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 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 72 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.00037695852 |
| 356 | Efficient Parallel Set-Similarity Joins Using MapReduce | 2010 | SIGMOD | 0.00020303289 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 803 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB |
| 2 | 6,157 | Similarity Join over Array Data | 2016 | SIGMOD |
| 3 | 11,149 | Similarity Joins of Sparse Features | 2024 | SIGMOD |
| 4 | 2,137 | Efficient Processing of k Nearest Neighbor Joins using MapReduce | 2012 | VLDB |
| 5 | 769 | A Comparison of Join Algorithms for Log Processing in MapReduce | 2010 | SIGMOD |
| 6 | 9,052 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD |
| 7 | 13,672 | Exploiting Database Similarity Joins for Metric Spaces | 2012 | VLDB |
| 8 | 4,260 | Set Similarity Joins on MapReduce: An Experimental Survey | 2018 | VLDB |
| 9 | 356 | Efficient Parallel Set-Similarity Joins Using MapReduce | 2010 | SIGMOD |
| 10 | 2,567 | ClusterJoin: A Similarity Joins Framework using Map-Reduce | 2014 | VLDB |