MapReduce Algorithms for Big Data Analysis
Summary: Tutorial on MapReduce/Hadoop for big-data analytics, focusing on efficient algorithm design. Presents state-of-the-art MapReduce techniques for data mining, ML, and similarity joins, with emphasis for researchers and practitioners in scalable data management. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kyuseok Shim
Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,294 | Optimization for iterative queries on MapReduce | 2014 | VLDB | 4.773119e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 277 | Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications | 1998 | SIGMOD | 0.00029311426 |
| 447 | Efficient Parallel Set-Similarity Joins Using MapReduce | 2010 | SIGMOD | 0.00022900171 |
| 960 | A Comparison of Join Algorithms for Log Processing in MapReduce | 2010 | SIGMOD | 0.00015012242 |
| 1,074 | Processing Theta-Joins using MapReduce* | 2011 | SIGMOD | 0.00014260096 |
| 1,715 | V-SMART-Join: A Scalable MapReduce Framework for All-Pair Similarity Joins of Multisets and Vectors | 2012 | VLDB | 0.00010803271 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,266 | Redoop Infrastructure for Recurring Big Data Queries | 2014 | VLDB | 4.3667196e-05 |
| 5,838 | HadoopDB in Action: Building Real World Applications | 2010 | SIGMOD | 5.3059032e-05 |
| 868 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00015789681 |
| 13,457 | Managing and Mining Large Graphs: Patterns and Algorithms | 2012 | SIGMOD | - |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010654262 |
| 2,476 | A Platform for Scalable One-Pass Analytics using MapReduce | 2011 | SIGMOD | 8.6960139e-05 |
| 960 | A Comparison of Join Algorithms for Log Processing in MapReduce | 2010 | SIGMOD | 0.00015012242 |
| 12,059 | Workload Management for Big Data Analytics | 2013 | SIGMOD | 4.1945683e-05 |
| 9,375 | Efficient Big Data Processing in Hadoop MapReduce | 2012 | VLDB | 4.347384e-05 |