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Randomized Algorithms For Optimizing Large Join Queries

Summary: Randomized search strategies (SA, II) optimize large project–select–join queries. Two-Phase Optimization (SA+II) improves quality and runtime; SA more often yields lower-cost plans, explained by a cup-shaped cost landscape with a shallow bottom. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h06025d77344b8469
Venue
SIGMOD
Year
1990
Pagerank
0.00017455404
Overall Rank
487 | 96.73%
DOI
10.1145/93597.98740

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{ioannidis_sigmod90,
        title = {{RANDOMIZED ALGORITHMS FOR OPTIMIZING LARGE JOIN QUERIES}},
        author = {Ioannidis, Yannis E. and Kang, Younkyung Cha},
        series = {{SIGMOD} '90},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/93597.98740},
        url = {https://dl.acm.org/doi/10.1145/93597.98740},
        year = {1990}
}

Incoming Citations (Sorted by Pagerank)

Showing 36 of 36 citing papers.

Rank Citing Paper Year Venue Pagerank
37 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.0004772731
73 Including Group-By in Query Optimization 1994 VLDB 0.0003750677
94 Efficient and Effective Clustering Methods for Spatial Data Mining 1994 VLDB 0.0003456395
423 Cost-based Query Scrambling for Initial Delays 1998 SIGMOD 0.00018487497
726 Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization 1991 SIGMOD 0.00014459508
792 Parametric Query Optimization 1992 VLDB 0.00013938197
1,122 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00011933634
2,138 Optimization of Multi-Way Join Queries for Parallel Execution 1991 VLDB 8.9747973e-05
2,341 Extending the Search Strategy in a Query Optimizer 1991 VLDB 8.6079269e-05
2,386 Performance Tradeoffs for Client-Server Query Processing 1996 SIGMOD 8.5358065e-05
2,516 Optimization of Queries with User-defined Predicates 1996 VLDB 8.3572065e-05
2,890 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.9010819e-05
3,000 Multiple Join Size Estimation by Virtual Domains (extended abstract) 1993 PODS 7.7657164e-05
3,043 Fast, Randomized Join-Order Selection—Why Use Transformations? 1994 VLDB 7.7178769e-05
3,140 Solving the Join Ordering Problem via Mixed Integer Linear Programming 2017 SIGMOD 7.6012971e-05
3,777 Parallelizing Query Optimization 2008 VLDB 7.0240115e-05
3,800 Query Simplification: Graceful Degradation for Join-Order Optimization 2009 SIGMOD 7.0130412e-05
3,850 EROC: A Toolkit for Building NEATO Query Optimizers 1996 VLDB 6.9778459e-05
4,369 Lifting the Burden of History from Adaptive Query Processing 2004 VLDB 6.6302169e-05
4,623 Join Query Optimization Techniques for Complex Event Processing Applications 2018 VLDB 6.4957114e-05
4,695 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 6.4632424e-05
4,928 Integration of Spatial Join Algorithms for Processing Multiple Inputs 1999 SIGMOD 6.3473148e-05
5,010 Reducing Multidatabase Query Response Time By Tree Balancing 1995 SIGMOD 6.3141125e-05
5,429 Efficient Massively Parallel Join Optimization for Large Queries* 2022 SIGMOD 6.1320252e-05
5,528 A Cost Model for Clustered Object-Oriented Databases 1995 VLDB 6.0911545e-05
5,796 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 5.9901244e-05
5,911 Quantum-Inspired Digital Annealing for Join Ordering 2024 VLDB 5.9478816e-05
6,051 Dependency-Aware Reordering for Parallelizing Query Optimization in Multi-Core CPUs 2009 SIGMOD 5.9019888e-05
6,219 Window Query-Optimal Clustering of Spatial Objects 1995 PODS 5.844834e-05
6,970 Efficient Evaluation of Queries in a Mediator for WebSources 2002 SIGMOD 5.6289228e-05
8,154 Optimization of Object-Oriented Recursive Queries using Cost-Controlled Strategies 1992 SIGMOD 5.3883113e-05
8,576 The Fittest Survives: An Adaptive Approach to Query Optimization 1995 VLDB 5.3109021e-05
8,659 Hybrid Mixed Integer Linear Programming for Large-Scale Join Order Optimisation 2026 VLDB 5.292093e-05
8,980 A Fast Randomized Algorithm for Multi-Objective Query Optimization 2016 SIGMOD 5.2439101e-05
9,628 Parallelizing Query Optimization on Shared-Nothing Architectures 2016 VLDB 5.1473253e-05
12,873 Optimization of Multi-Domain Queries on the Web 2008 VLDB 4.9769913e-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 0.0023943337
143 Optimization of Nonrecursive Queries 1986 VLDB 0.00029168671
196 Grammar-like Functional Rules for Representing Query Optimization Alternatives 1988 SIGMOD 0.00025616489
469 Optimization of Large Join Queries 1988 SIGMOD 0.00017749337
708 Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques 1989 SIGMOD 0.00014623779
859 Query Optimization by Simulated Annealing 1987 SIGMOD 0.0001341356
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# Overall Rank Paper Year Venue
1 1,773 Rank-aware Query Optimization 2004 SIGMOD
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4 1,596 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB
5 859 Query Optimization by Simulated Annealing 1987 SIGMOD
6 1,185 Adaptive Optimization of Very Large Join Queries 2018 SIGMOD
7 8,980 A Fast Randomized Algorithm for Multi-Objective Query Optimization 2016 SIGMOD
8 3,043 Fast, Randomized Join-Order Selection—Why Use Transformations? 1994 VLDB
9 708 Optimization of Large Join Queries: Combining Heuristics and Combinatorial Techniques 1989 SIGMOD
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