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Left-Deep Vs. Bushy Trees: An Analysis Of Strategy Spaces And Its Implications For Query Optimization

Summary: Analyzes cost landscapes of left-deep vs. bushy query-tree spaces, showing both form a well with distinct quality. Evaluates Iterative Improvement, Simulated Annealing, and Two-Phase Optimization on these spaces, concluding the combined space is easier to optimize. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2526
Venue
SIGMOD
Year
1991
Pagerank
0.00016385568
Overall Rank
811 | 94.37%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 28 of 28 citing papers.

Rank Citing Paper Year Venue Pagerank
285 Automating Physical Database Design in a Parallel Database 2002 SIGMOD 0.00028978423
870 Parametric Query Optimization 1992 VLDB 0.00015709369
979 Rapid Bushy Join-order Optimization with Cartesian Products 1996 SIGMOD 0.00014871114
1,851 Using Segmented Right-Deep Trees for the Execution of Pipelined Hash Joins 1992 VLDB 0.00010326646
2,369 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 8.9462051e-05
2,771 On the Effectiveness of Optimization Search Strategies for Parallel Execution Spaces 1993 VLDB 8.149365e-05
2,787 Scalable Distributed Subgraph Enumeration 2017 VLDB 8.1219297e-05
2,878 The Complexity of Transformation-Based Join Enumeration 1997 VLDB 7.9694937e-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
3,424 Multi-Join Optimization for Symmetric Multiprocessors 1993 VLDB 7.1066545e-05
3,519 Scalable Computation of Acyclic Joins (Extended Abstract) 2006 PODS 7.0181381e-05
3,563 Counting, Enumerating, and Sampling of Execution Plans in a Cost-Based Query Optimizer 2000 SIGMOD 6.9686532e-05
3,886 Density-optimized Intersection-free Mapping and Matrix Multiplication for Join-Project Operations 2022 VLDB 6.6610704e-05
4,151 openGauss: An Autonomous Database System 2021 VLDB 6.4020605e-05
4,390 Estimating Compilation Time of a Query Optimizer 2003 SIGMOD 6.2193128e-05
4,400 A Decomposition-Based Simulated Annealing Technique for Data Clustering 1994 PODS 6.211957e-05
4,503 Of Snowstorms and Bushy Trees 2014 VLDB 6.131076e-05
4,554 Distributed Subgraph Matching on Timely Dataflow 2019 VLDB 6.0839934e-05
4,784 On Parallel Execution Of Multiple Pipelined Hash Joins 1994 SIGMOD 5.9205964e-05
5,002 HUGE: An Efficient and Scalable Subgraph Enumeration System 2021 SIGMOD 5.7610359e-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
6,086 Subgraph Matching over Graph Federation 2022 VLDB 5.2157921e-05
6,541 On the Complexity of Generating Optimal Plans with Cross Products (extended abstract) 1997 PODS 5.0160682e-05
7,727 Processing and Optimization of Multiway Spatial Joins Using R-trees 1999 PODS 4.6616221e-05
8,192 The Fittest Survives: An Adaptive Approach to Query Optimization 1995 VLDB 4.5575625e-05
8,720 A Fast Randomized Algorithm for Multi-Objective Query Optimization 2016 SIGMOD 4.4563359e-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
144 Optimization of Nonrecursive Queries 1986 VLDB 0.00041430126
388 Optimization of Large Join Queries 1988 SIGMOD 0.00024654816
400 Randomized Algorithms For Optimizing Large Join Queries 1990 SIGMOD 0.00024308369
406 Global Query Optimization 1986 SIGMOD 0.00023989944
569 Query Optimization by Simulated Annealing 1987 SIGMOD 0.00019912758
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