Workload Management for Big Data Analytics
Summary: Defines workload and request models; monitors performance, resources, and data-access patterns in parallel databases, MapReduce. Presents tools, studies, and techniques to meet workload goals amid failures; surveys MapReduce status and future work. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
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Authors
- 1. Ashraf Aboulnaga (University of Waterloo)
- 2. Shivnath Babu (Duke University)
BibTeX Citation
@inproceedings{aboulnaga_sigmod13,
title = {{Workload Management for Big Data Analytics}},
author = {Aboulnaga, Ashraf and Babu, Shivnath},
series = {{SIGMOD} '13},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2463676.2467801},
url = {https://dl.acm.org/doi/10.1145/2463676.2467801},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 624 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.00015683402 |
| 682 | Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques | 2012 | VLDB | 0.00015014887 |
| 735 | Profiling, What-if Analysis, and Cost-based Optimization of MapReduce Programs | 2011 | VLDB | 0.00014522606 |
| 1,054 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00012390673 |
| 1,665 | ParaTimer: A Progress Indicator for MapReduce DAGs | 2010 | SIGMOD | 0.00010069173 |
| 2,403 | Towards Automated Performance Tuning For Complex Workloads | 1994 | VLDB | 8.6233649e-05 |
| 6,333 | A Statistical Approach Towards Robust Progress Estimation | 2012 | VLDB | 5.9094287e-05 |
| 8,759 | A Testbed for Managing Dynamic Mixed Workloads | 2009 | VLDB | 5.3766157e-05 |
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