MRTuner: A Toolkit to Enable Holistic Optimization for MapReduce Jobs
Summary: MRTuner: MapReduce optimizer using a Producer-Transporter-Consumer (PTC) model to capture parallelism tradeoffs. Jointly tunes ~20 interdependent parameters with an efficient search, delivering optimized plans and faster results on HiBench workloads. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Juwei Shi
- 2. Jia Zou
- 3. Jiaheng Lu
- 4. Zhao Cao
- 5. Shiqiang Li
- 6. Chen Wang
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,892 | Black or White? How to Develop an AutoTuner for Memory-based Analytics | 2020 | SIGMOD | 0.00010176219 |
| 4,435 | Clash of the Titans: MapReduce vs. Spark for Large Scale Data Analytics | 2015 | VLDB | 6.18493e-05 |
| 4,807 | Resource Elasticity for Large-Scale Machine Learning | 2015 | SIGMOD | 5.9045148e-05 |
| 6,265 | Speedup Your Analytics: Automatic Parameter Tuning for Databases and Big Data Systems | 2019 | VLDB | 5.1294788e-05 |
| 7,459 | Lachesis: Automatic Partitioning for UDF-Centric Analytics | 2021 | VLDB | 4.7199075e-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 |
|---|---|---|---|---|
| 454 | An Overview of Query Optimization in Relational Systems | 1998 | PODS | 0.00022796106 |
| 866 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00015771189 |
| 1,048 | Starfish: A Self-tuning System for Big Data Analytics | 2011 | CIDR | 0.00014442178 |
| 1,339 | SkewTune: Mitigating Skew in MapReduce Applications | 2012 | SIGMOD | 0.00012492978 |
| 2,476 | A Platform for Scalable One-Pass Analytics using MapReduce | 2011 | SIGMOD | 8.6907971e-05 |
| 3,484 | Characterizing Tenant Behavior for Placement and Crisis Mitigation in Multitenant DBMSs | 2013 | SIGMOD | 7.0481876e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,339 | SkewTune: Mitigating Skew in MapReduce Applications | 2012 | SIGMOD | 0.00012492978 |
| 2,754 | Stubby: A Transformation-based Optimizer for MapReduce Workflows | 2012 | VLDB | 8.1720428e-05 |
| 15 | Map-Reduce-Merge: Simplified Relational Data Processing on Large Clusters | 2007 | SIGMOD | 0.0010668335 |
| 1,281 | Automatic Optimization for MapReduce Programs | 2011 | VLDB | 0.00012837411 |
| 2,714 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.2426646e-05 |
| 947 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB | 0.00015112344 |
| 12,109 | Optimization Strategies for A/B Testing on HADOOP | 2013 | VLDB | 4.1905499e-05 |
| 866 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00015771189 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011137225 |
| 3,709 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB | 6.8211506e-05 |