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Rapid Bushy Join-order Optimization with Cartesian Products

Summary: Full bushy join-order search, including subplan Cartesian products, is feasible in seconds for up to 15 relations, challenging standard optimizer exclusions. Join-order enumeration is decoupled from predicate analysis, with novel techniques and a benchmarking framework. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
ha95fa85692806241
Venue
SIGMOD
Year
1996
Pagerank
0.00013938011
Overall Rank
796 | 94.65%
DOI
10.1145/233269.233317

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{vance_sigmod96,
        title = {{Rapid Bushy Join-order Optimization with Cartesian Products}},
        author = {Vance, Bennet and Maier, David},
        series = {{SIGMOD} '96},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/233269.233317},
        url = {https://dl.acm.org/doi/10.1145/233269.233317},
        year = {1996}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
884 Dynamic Programming Strikes Back 2008 SIGMOD 0.00013267935
1,301 Analysis of Two Existing and One New Dynamic Programming Algorithm for the Generation of Optimal Bushy Join Trees without Cross Products 2006 VLDB 0.00011112842
1,594 Evaluation of Main Memory Join Algorithms for Joins with Subset Join Predicates 1997 VLDB 0.00010133792
1,726 Optimal Top-Down Join Enumeration 2007 SIGMOD 9.788916e-05
2,251 Counter Strike: Generic Top-Down Join Enumeration for Hypergraphs 2013 VLDB 8.7511987e-05
2,660 The Complexity of Transformation-Based Join Enumeration 1997 VLDB 8.1611913e-05
2,746 Holistic Twig Joins on Indexed XML Documents 2003 VLDB 8.0626049e-05
3,139 Solving the Join Ordering Problem via Mixed Integer Linear Programming 2017 SIGMOD 7.6046928e-05
3,797 Query Simplification: Graceful Degradation for Join-Order Optimization 2009 SIGMOD 7.0163619e-05
4,001 Partial Join Order Optimization in the ParAccel Analytic Database 2009 SIGMOD 6.8607903e-05
4,052 Of Snowstorms and Bushy Trees 2014 VLDB 6.8283077e-05
4,369 Predicate Transfer: Efficient Pre-Filtering on Multi-Join Queries 2024 CIDR 6.6315141e-05
4,621 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 6.4987856e-05
5,199 Exact Cardinality Query Optimization with Bounded Execution Cost 2019 SIGMOD 6.2327836e-05
5,223 Approximation Schemes for Many-Objective Query Optimization 2014 SIGMOD 6.2212838e-05
5,425 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.1349269e-05
5,908 Quantum-Inspired Digital Annealing for Join Ordering 2024 VLDB 5.9506986e-05
6,110 On the Complexity of Generating Optimal Plans with Cross Products (extended abstract) 1997 PODS 5.8843027e-05
6,136 Parallelizing Extensible Query Optimizers 2009 SIGMOD 5.8759799e-05
6,632 Join Order Selection with Deep Reinforcement Learning: Fundamentals, Techniques, and Challenges 2023 VLDB 5.7270153e-05
7,720 Extending XQuery with Window Functions 2007 VLDB 5.4678219e-05
8,039 Efficiently Computing Join Orders with Heuristic Search 2023 SIGMOD 5.4017809e-05
8,651 Hybrid Mixed Integer Linear Programming for Large-Scale Join Order Optimisation 2026 VLDB 5.2945994e-05
8,971 A Fast Randomized Algorithm for Multi-Objective Query Optimization 2016 SIGMOD 5.2462912e-05
9,211 DPconv: Super-Polynomially Faster Join Ordering 2024 SIGMOD 5.206112e-05
9,621 Parallelizing Query Optimization on Shared-Nothing Architectures 2016 VLDB 5.1497631e-05
10,140 How to Optimize SQL Queries? A Comparison Between Split, Holistic, and Hybrid Approaches 2025 VLDB 5.0742707e-05
10,508 Succinct Structure Representations for Efficient Query Optimization 2026 SIGMOD 4.9793485e-05
12,583 A Performance Study of Three Disk-based Structures for Indexing and Querying Frequent Itemsets 2013 VLDB 4.9793485e-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.

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