Partial Join Order Optimization in the ParAccel Analytic Database
Summary: ParAccel's Volt optimizer—a parallel, shared-nothing, columnar analytic DB with memory-centric design and multi-manager expression handling—uses rule- and cost-based transformations for bulk and instance-level queries. Partial join ordering of very large join sets reduces DP search space and enables scalable, subsequent optimization; performance analyses show utility and effectiveness. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yijou Chen (ParAccel, Inc.)
- 2. Richard L. Cole (ParAccel, Inc.)
- 3. William J. McKenna (ParAccel, Inc.)
- 4. Sergei Perfilov (ParAccel, Inc.)
- 5. Aman Sinha (ParAccel, Inc.)
- 6. Eugene Szedenits Jr. (ParAccel, Inc.)
BibTeX Citation
@inproceedings{chen_sigmod09,
title = {{Partial Join Order Optimization in the ParAccel Analytic Database}},
author = {Chen, Yijou and Cole, Richard L. and McKenna, William J. and Perfilov, Sergei and Sinha, Aman and Szedenits, Jr., Eugene},
series = {{SIGMOD} '09},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1559845.1559945},
url = {https://dl.acm.org/doi/10.1145/1559845.1559945},
year = {2009}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,286 | Adaptive Optimization of Very Large Join Queries | 2018 | SIGMOD | 0.00011320736 |
| 1,621 | Orca: A Modular Query Optimizer Architecture for Big Data | 2014 | SIGMOD | 0.00010203114 |
| 5,399 | Efficient Massively Parallel Join Optimization for Large Queries* | 2022 | SIGMOD | 6.2319315e-05 |
| 9,157 | Meta's Next-generation Realtime Monitoring and Analytics Platform | 2022 | VLDB | 5.3115153e-05 |
| 12,259 | Designing Query Optimizers for Big Data Problems of The Future | 2013 | VLDB | 5.093636e-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 |
|---|---|---|---|---|
| 1 | Access Path Selection in a Relational Database Management System | 1979 | SIGMOD | 0.0024089429 |
| 143 | Optimization of Nonrecursive Queries | 1986 | VLDB | 0.0002959213 |
| 698 | Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques | 1989 | SIGMOD | 0.00014879675 |
| 774 | Rapid Bushy Join-order Optimization with Cartesian Products | 1996 | SIGMOD | 0.00014123979 |
| 3,779 | EROC: A Toolkit for Building NEATO Query Optimizers | 1996 | VLDB | 7.1326925e-05 |
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