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Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques

Summary: Large-join optimization via hybrids of augmentation and local-improvement heuristics, paired with iterative improvement and simulated annealing. Systematic experiments under two cost models and multiple synthetic benchmarks identify augmentation+iterative improvement as the strongest combination in most scenarios. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2458
Venue
SIGMOD
Year
1989
Pagerank
0.00016665859
Overall Rank
782 | 94.57%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 29 of 29 citing papers.

Rank Citing Paper Year Venue Pagerank
400 Randomized Algorithms For Optimizing Large Join Queries 1990 SIGMOD 0.00024308369
1,234 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00013115865
1,621 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011105663
1,851 Using Segmented Right-Deep Trees for the Execution of Pipelined Hash Joins 1992 VLDB 0.00010326646
2,051 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.6871984e-05
2,268 Extending the Search Strategy in a Query Optimizer 1991 VLDB 9.1524415e-05
2,601 Continuous Queries in Oracle 2007 VLDB 8.4646467e-05
2,771 On the Effectiveness of Optimization Search Strategies for Parallel Execution Spaces 1993 VLDB 8.149365e-05
3,053 Fast, Randomized Join-Order Selection — Why Use Transformations? 1994 VLDB 7.6482987e-05
3,056 Multiple Join Size Estimation by Virtual Domains (extended abstract) 1993 PODS 7.6459653e-05
3,150 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4765759e-05
3,476 Solving the Join Ordering Problem via Mixed Integer Linear Programming 2017 SIGMOD 7.0560383e-05
4,001 Partial Join Order Optimization in the ParAccel Analytic Database 2009 SIGMOD 6.540692e-05
4,400 A Decomposition-Based Simulated Annealing Technique for Data Clustering 1994 PODS 6.211957e-05
4,456 Real-Time Multi-Pattern Detection over Event Streams 2019 SIGMOD 6.1644341e-05
4,784 On Parallel Execution Of Multiple Pipelined Hash Joins 1994 SIGMOD 5.9205964e-05
5,091 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 5.7010894e-05
5,303 Applying Hash Filters To Improving The Execution Of Bushy Trees 1993 VLDB 5.5740327e-05
6,060 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 5.2271244e-05
6,073 Window Query-Optimal Clustering of Spatial Objects 1995 PODS 5.2215154e-05
6,336 Dependency-Aware Reordering for Parallelizing Query Optimization in Multi-Core CPUs 2009 SIGMOD 5.1009488e-05
6,955 Adding Magic to an Optimising Datalog Compiler 2008 SIGMOD 4.8812945e-05
7,316 Efficient Adaptive Detection of Complex Event Patterns 2018 VLDB 4.7594979e-05
7,486 Quantum-Inspired Digital Annealing for Join Ordering 2024 VLDB 4.7135369e-05
7,979 On the Optimality of Strategies for Multiple Joins 1990 PODS 4.6089395e-05
9,312 Parallelizing Query Optimization on Shared-Nothing Architectures 2016 VLDB 4.353536e-05
10,295 Hybrid Mixed Integer Linear Programming for Large-Scale Join Order Optimisation 2026 VLDB 4.1905499e-05
10,945 Sub-optimal Join Order Identification with L1-error 2024 SIGMOD 4.1905499e-05
12,900 Avoiding Cartesian Products in Programs for Multiple Joins (Extended Abstract) 1992 PODS 4.1905499e-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
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040465394
9 Implementation Techniques For Main Memory Database Systems 1984 SIGMOD 0.001426258
30 Hashing Methods and Relational Algebra Operations 1984 VLDB 0.00078665259
144 Optimization of Nonrecursive Queries 1986 VLDB 0.00041430126
388 Optimization of Large Join Queries 1988 SIGMOD 0.00024654816
569 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00019912758
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10,295 Hybrid Mixed Integer Linear Programming for Large-Scale Join Order Optimisation 2026 VLDB 4.1905499e-05
7,979 On the Optimality of Strategies for Multiple Joins 1990 PODS 4.6089395e-05
2,051 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 9.6871984e-05
2,281 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.122455e-05
4,734 Query Simplification: Graceful Degradation for Join-Order Optimization 2009 SIGMOD 5.9553181e-05
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71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
1,621 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD 0.00011105663
400 Randomized Algorithms For Optimizing Large Join Queries 1990 SIGMOD 0.00024308369
388 Optimization of Large Join Queries 1988 SIGMOD 0.00024654816