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
- 2. Jason M. Reed
Incoming Citations (Sorted by Pagerank)
Showing 8 of 8 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 |
| 3,139 | ClusterJoin: A Similarity Joins Framework using Map-Reduce | 2014 | VLDB | 7.4915127e-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 |
| 7,154 | Submodularity of Distributed Join Computation | 2018 | SIGMOD | 4.8107765e-05 |
| 8,116 | Customizable and Scalable Fuzzy Join for Big Data | 2019 | VLDB | 4.5788731e-05 |
| 10,933 | Similarity Joins of Sparse Features | 2024 | SIGMOD | 4.1905499e-05 |
| 11,730 | ZigZag: Supporting Similarity Queries on Vector Space Models | 2018 | SIGMOD | 4.1905499e-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 |
|---|---|---|---|---|
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010668335 |
| 442 | Efficient Parallel Set-Similarity Joins Using MapReduce | 2010 | SIGMOD | 0.00023095823 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 6,502 | Similarity Join over Array Data | 2016 | SIGMOD | 5.0288901e-05 |
| 947 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB | 0.00015112344 |
| 10,933 | Similarity Joins of Sparse Features | 2024 | SIGMOD | 4.1905499e-05 |
| 1,927 | Efficient Processing of k Nearest Neighbor Joins using MapReduce | 2012 | VLDB | 0.00010062395 |
| 962 | A Comparison of Join Algorithms for Log Processing in MapReduce | 2010 | SIGMOD | 0.00015003834 |
| 8,899 | Fast Approximate Similarity Join in Vector Databases | 2025 | SIGMOD | 4.4229886e-05 |
| 13,486 | Exploiting Database Similarity Joins for Metric Spaces | 2012 | VLDB | - |
| 4,752 | Set Similarity Joins on MapReduce: An Experimental Survey | 2018 | VLDB | 5.9396804e-05 |
| 442 | Efficient Parallel Set-Similarity Joins Using MapReduce | 2010 | SIGMOD | 0.00023095823 |
| 3,139 | ClusterJoin: A Similarity Joins Framework using Map-Reduce | 2014 | VLDB | 7.4915127e-05 |