Energy Management for MapReduce Clusters
Summary: Framework for evaluating MapReduce cluster energy-down strategies, linking utilization, response time, and energy. Compares CS vs AIS using evaluation and analytic models; AIS frequently yields superior energy savings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Willis Lang
- 2. Jignesh M. Patel
Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 979 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.0001488055 |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 5,105 | Only Aggressive Elephants are Fast Elephants | 2012 | VLDB | 5.694494e-05 |
| 5,829 | A Performance Study of Big Data on Small Nodes | 2015 | VLDB | 5.3113542e-05 |
| 6,061 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2304505e-05 |
| 9,612 | Workload-Aware CPU Performance Scaling for Transactional Database Systems | 2018 | SIGMOD | 4.3177432e-05 |
| 11,697 | Dynamic Scaling for Parallel Graph Computations | 2019 | VLDB | 4.1945683e-05 |
| 11,880 | An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers | 2016 | VLDB | 4.1945683e-05 |
| 12,029 | Green Databases Through Integration of Renewable Energy | 2013 | CIDR | 4.1945683e-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 |
|---|---|---|---|---|
| 42 | A Comparison of Approaches to Large-Scale Data Analysis | 2009 | SIGMOD | 0.00073498298 |
| 694 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018061803 |
| 1,791 | JouleSort: A Balanced Energy-Efficiency Benchmark | 2007 | SIGMOD | 0.00010543647 |
| 1,834 | Towards Eco-friendly Database Management Systems | 2009 | CIDR | 0.00010376345 |
| 2,236 | Cooperative Expendable Micro-Slice Servers (CEMS): Low Cost, Low Power Servers for Internet-Scale Services | 2009 | CIDR | 9.222122e-05 |
| 2,482 | Energy Efficiency: The New Holy Grail of Data Management Systems Research | 2009 | CIDR | 8.6866058e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,408 | Managed Resource Scaling in Amazon EMR | 2025 | SIGMOD | 4.1945683e-05 |
| 1,308 | Upper and Lower Bounds on the Cost of a Map-Reduce Computation | 2013 | VLDB | 0.00012661651 |
| 1,464 | Online Aggregation for Large MapReduce Jobs | 2011 | VLDB | 0.00011865546 |
| 947 | MRShare: Sharing Across Multiple Queries in MapReduce | 2010 | VLDB | 0.00015114576 |
| 11,976 | Anti-Combining for MapReduce | 2014 | SIGMOD | 4.1945683e-05 |
| 694 | Analyzing the Energy Efficiency of a Database Server | 2010 | SIGMOD | 0.00018061803 |
| 1,615 | The Performance of MapReduce: An In-depth Study | 2010 | VLDB | 0.00011132319 |
| 2,674 | Minimal MapReduce Algorithms | 2013 | SIGMOD | 8.3328645e-05 |
| 6,061 | Towards Energy-Efficient Database Cluster Design | 2012 | VLDB | 5.2304505e-05 |
| 3,703 | Multi-Query Optimization in MapReduce Framework | 2014 | VLDB | 6.8289978e-05 |