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Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors

Summary: Defines q-error for cardinality estimates and bounds that yield an optimal plan when q-error is small. Shows plan cost within q^4 of optimal under bounded q-error and gives methods to compute best q-error approximations and size-estimate synopses, with experiments. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h4824d9d202cc295b
Venue
VLDB
Year
2009
Pagerank
0.00019444411
Overall Rank
386 | 97.41%
DOI
10.14778/1687627.1687738

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{moerkotte_vldb09,
        title = {{Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors}},
        author = {Moerkotte, Guido and Neumann, Thomas and Steidl, Gabriele},
        journal = {PVLDB},
        series = {{VLDB} '09},
        doi = {10.14778/1687627.1687738},
        url = {https://doi.org/10.14778/1687627.1687738},
        year = {2009}
}

Incoming Citations (Sorted by Pagerank)

Showing 29 of 79 citing papers.

Rank Citing Paper Year Venue Pagerank
8,347 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 5.350539e-05
8,800 PACE: Poisoning Attacks on Learned Cardinality Estimation 2024 SIGMOD 5.2742531e-05
9,142 Histograms Reloaded: The Merits of Bucket Diversity 2010 SIGMOD 5.220581e-05
9,358 Phoebe: A Learning-based Checkpoint Optimizer 2021 VLDB 5.1869771e-05
9,553 Engineering High-Performance Database Engines 2014 VLDB 5.1585591e-05
9,632 Small Selectivities Matter: Lifting the Burden of Empty Samples 2021 SIGMOD 5.1472849e-05
9,650 gSWORD: GPU-accelerated Sampling for Subgraph Counting 2024 SIGMOD 5.1453267e-05
9,718 A Practical Theory of Generalization in Selectivity Learning 2025 VLDB 5.1353964e-05
9,893 Approximate Sketches 2024 SIGMOD 5.1134687e-05
9,956 Graph Transformers for Query Plan Representation: Potentials and Challenges 2025 VLDB 5.1038322e-05
9,976 Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes 2023 SIGMOD 5.1031384e-05
10,057 SPACE: Cardinality Estimation for Path Queries Using Cardinality-Aware Sequence-based Learning 2025 SIGMOD 5.0875952e-05
10,184 Path-centric Cardinality Estimation for Subgraph Matching 2025 VLDB 5.0651993e-05
10,216 PRICE: A Pretrained Model for Cross-Database Cardinality Estimation 2025 VLDB 5.0584922e-05
10,294 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.0431863e-05
10,336 An Elephant Under The Microscope: Analyzing The Interaction Of Optimizer Components In PostgreSQL 2025 SIGMOD 5.0200193e-05
10,679 Reqo: A Comprehensive Learning-Based Cost Model for Robust and Explainable Query Optimization 2026 SIGMOD 4.9793485e-05
10,909 Incremental Query Optimizer Statistics in Amazon Redshift 2026 VLDB 4.9793485e-05
11,192 PLM4NDV: Minimizing Data Access for Number of Distinct Values Estimation with Pre-trained Language Models 2025 SIGMOD 4.9793485e-05
11,219 AdaNDV: Adaptive Number of Distinct Value Estimation via Learning to Select and Fuse Estimators 2025 VLDB 4.9793485e-05
11,257 ACE: A Cardinality Estimator for Set-Valued Queries 2025 VLDB 4.9793485e-05
11,283 Robust Plan Evaluation based on Approximate Probabilistic Machine Learning 2025 VLDB 4.9793485e-05
11,287 AQETuner: Reliable Query-level Configuration Tuning for Analytical Query Engines 2025 VLDB 4.9793485e-05
11,290 Cardinality Estimation for Having-Clauses 2025 VLDB 4.9793485e-05
11,333 The Accuracy of Cardinality Estimators: Unraveling the Evaluation Result Conundrum 2025 VLDB 4.9793485e-05
11,354 Privacy-Enhanced Database Synthesis for Benchmark Publishing 2025 VLDB 4.9793485e-05
11,425 Learned Cost Models for Query Optimization: From Batch to Streaming Systems 2025 VLDB 4.9793485e-05
11,507 Sub-optimal Join Order Identification with L1-error 2024 SIGMOD 4.9793485e-05
12,256 Lusail: A System for Querying Linked Data at Scale 2018 VLDB 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

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