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On the Propagation of Errors in the Size of Join Results

Summary: Formal framework for how errors in statistics propagate to join size estimates and optimizer plans. Analyzes general, extreme, and average-case propagation; derives guarantees for statistics-driven plans; outlines strategies to control error growth. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2536
Venue
SIGMOD
Year
1991
Pagerank
0.00050033475
Overall Rank
100 | 99.31%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 79 citing papers.

Rank Citing Paper Year Venue Pagerank
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
181 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036970794
221 Efficient Mid-Query Re-Optimization of Sub-Optimal Query Execution Plans 1998 SIGMOD 0.00033182072
250 Adaptive Selectivity Estimation Using Query Feedback 1994 SIGMOD 0.00030640525
270 Fast Incremental Maintenance of Approximate Histograms 1997 VLDB 0.00029648047
325 The History of Histograms (abridged) 2003 VLDB 0.00027398081
328 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00027301497
342 Optimization of Dynamic Query Evaluation Plans 1994 SIGMOD 0.00026836424
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
503 Worst-case Optimal Join Algorithms 2012 PODS 0.00021517145
627 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00018959896
639 On B-tree Indices for Skewed Distributions 1992 VLDB 0.00018782897
650 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.0001865144
680 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00018193263
1,104 Cardinality Estimation Done Right: Index-Based Join Sampling 2017 CIDR 0.0001398479
1,111 Beyond Uniformity and Independence : Analysis of R-trees Using the Concept of Fractal Dimension 1994 PODS 0.0001389881
1,116 Global Optimization of Histograms 2001 SIGMOD 0.00013863484
1,268 Proactive Re-Optimization 2005 SIGMOD 0.00012914584
1,509 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.0001158945
1,536 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00011458359
1,691 Combining Histograms and Parametric Curve Fitting for Feedback-Driven Query Result-Size Estimation 1999 VLDB 0.00010890775
1,938 From Theory to Practice: Efficient Join Query Evaluation in a Parallel Database System 2015 SIGMOD 0.00010025547
1,978 Improved Selectivity Estimation by Combining Knowledge from Sampling and Synopses 2018 VLDB 9.8764627e-05
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-05
2,080 Towards a Learning Optimizer for Shared Clouds 2019 VLDB 9.5954034e-05
2,113 When Can We Trust Progress Estimators for SQL Queries? 2005 SIGMOD 9.5207583e-05
2,158 DIFF: A Relational Interface for Large-Scale Data Explanation 2019 VLDB 9.4117885e-05
2,167 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.3879598e-05
2,281 Adopting Worst-Case Optimal Joins in Relational Database Systems 2020 VLDB 9.122455e-05
2,359 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 8.967267e-05
2,632 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 8.4153283e-05
2,769 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 8.1512848e-05
2,971 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 7.7935535e-05
2,978 Estimating the Selectivity of Spatial Queries Using the 'Correlation' Fractal Dimension 1995 VLDB 7.7848117e-05
3,054 Partial Results in Database Systems 2014 SIGMOD 7.6478475e-05
3,384 Scalable and Adaptive Online Joins 2014 VLDB 7.153329e-05
3,402 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.134261e-05
3,519 Scalable Computation of Acyclic Joins (Extended Abstract) 2006 PODS 7.0181381e-05
3,699 Lazy, Adaptive RID-List Intersection, and Its Application to Index Anding 2007 SIGMOD 6.827026e-05
3,896 Estimation of Query-Result Distribution and its Application in Parallel-Join Load Balancing 1996 VLDB 6.6526869e-05
3,920 On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML 2018 VLDB 6.6246708e-05
3,943 Exact Cardinality Query Optimization for Optimizer Testing 2009 VLDB 6.6067351e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,327 Big Metadata: When Metadata is Big Data 2021 VLDB 6.2765351e-05
4,342 Identifying Robust Plans through Plan Diagram Reduction 2008 VLDB 6.2680535e-05
4,353 Buffer Pool Aware Query Optimization 2005 CIDR 6.2535805e-05
4,835 MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions 2019 SIGMOD 5.8861112e-05
4,996 Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources 2017 VLDB 5.7697228e-05
5,012 Dynamically Optimizing Queries over Large Scale Data Platforms 2014 SIGMOD 5.7543101e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
196 R* Optimizer Validation and Performance Evaluation for Distributed Queries 1986 VLDB 0.00035240105
269 R* Optimizer Validation and Performance Evaluation for Local Queries 1986 SIGMOD 0.00029665158
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