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Exploiting Statistics on Query Expressions for Optimization

Summary: Extends the optimizer to exploit statistics on intermediate query expressions (not just base-table stats), yielding better plan quality. Proposes a workload-driven feature selection to identify a small, impactful subset of expressions' statistics, with validation on SQL Server 2000. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3417
Venue
SIGMOD
Year
2002
Pagerank
0.00015167825
Overall Rank
664 | 95.45%
DOI
10.1145/564691.564722

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bruno_sigmod02,
        title = {{Exploiting Statistics on Query Expressions for Optimization}},
        author = {Bruno, Nicolas and Chaudhuri, Surajit},
        series = {{SIGMOD} '02},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/564691.564722},
        url = {https://dl.acm.org/doi/10.1145/564691.564722},
        year = {2002}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
159 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00028129426
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
492 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.0001756877
813 Adaptive Ordering of Pipelined Stream Filters 2004 SIGMOD 0.00013846487
1,256 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011457194
1,648 BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data 2003 VLDB 0.00010120668
1,712 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2019 SIGMOD 9.9492299e-05
1,815 SkinnerDB: Regret-Bounded Query Evaluation via Reinforcement Learning 2018 VLDB 9.6894541e-05
1,936 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 9.4557372e-05
2,069 Generating Targeted Queries for Database Testing 2008 SIGMOD 9.2293717e-05
2,157 A Black-Box Approach to Query Cardinality Estimation 2007 CIDR 9.0625592e-05
2,269 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.8328424e-05
2,944 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.9335187e-05
2,997 Adapting to Source Properties in Processing Data Integration Queries 2004 SIGMOD 7.8745158e-05
3,162 Efficiently Approximating Selectivity Functions using Low Overhead Regression Models 2020 VLDB 7.6785856e-05
3,309 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 7.5368417e-05
3,426 Exact Cardinality Query Optimization for Optimizer Testing 2009 VLDB 7.4218997e-05
4,383 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.7329787e-05
4,591 Automated Statistics Collection in DB2 UDB 2004 VLDB 6.614318e-05
5,365 A Pay-As-You-Go Framework for Query Execution Feedback 2008 VLDB 6.2462467e-05
5,470 Efficient Computation of Multiple Group By Queries 2005 SIGMOD 6.2070458e-05
5,514 StatAdvisor: Recommending Statistical Views 2009 VLDB 6.1901666e-05
5,552 Enabling Incremental Query Re-Optimization 2016 SIGMOD 6.1778488e-05
6,084 Efficient Detection of Empty-Result Queries 2006 VLDB 5.9830699e-05
6,323 Modeling Shifting Workloads for Learned Database Systems 2024 SIGMOD 5.9141228e-05
6,520 Mining and Indexing Graphs for Supergraph Search 2013 VLDB 5.8535203e-05
6,688 ROX: Run-time Optimization of XQueries 2009 SIGMOD 5.8015211e-05
6,704 ASM: Harmonizing Autoregressive Model, Sampling, and Multi-dimensional Statistics Merging for Cardinality Estimation 2024 SIGMOD 5.797374e-05
7,554 Consistent Histograms In The Presence of Distinct Value Counts 2009 VLDB 5.6001388e-05
7,655 Plan Stitch: Harnessing the Best of Many Plans 2018 VLDB 5.5741093e-05
8,109 Relational Support for Flexible Schema Scenarios 2008 VLDB 5.4843869e-05
8,494 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.4142129e-05
9,671 Detecting Attribute Dependencies from Query Feedback 2007 VLDB 5.238674e-05
9,958 A Practical Theory of Generalization in Selectivity Learning 2025 VLDB 5.1879626e-05
10,090 Fast Approximate Computation of Statistics on Views 2006 SIGMOD 5.1557535e-05
10,875 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 5.093636e-05
12,502 Filtered Statistics 2009 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 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 0.0024089429
35 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00048481081
36 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00048351457
100 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034385207
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
118 Equi-Depth Histograms For Estimating Selectivity Factors For Multi-Dimensional Queries 1988 SIGMOD 0.00031922279
119 The EXODUS Optimizer Generator 1987 SIGMOD 0.0003183602
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
156 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028636811
268 Extensible Query Processing in Starburst 1989 SIGMOD 0.00022788687
290 An Overview of Query Optimization in Relational Systems 1998 PODS 0.0002227038
365 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00020041735
387 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00019442332
448 Self-tuning Histograms: Building Histograms Without Looking at Data 1999 SIGMOD 0.00018292618
559 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00016528822
850 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD 0.00013619394
913 A Scalable Algorithm for Answering Queries Using Views 2000 VLDB 0.00013253821
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