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Adaptive Selectivity Estimation Using Query Feedback

Summary: Adaptive selectivity estimation via query feedback using curve-fitting to approximate the real value distribution. No extra database access for statistics; continuous adaptation through queries and updates; accuracy comparable to traditional statistics-based methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
2724
Venue
SIGMOD
Year
1994
Pagerank
0.00030640525
Overall Rank
250 | 98.27%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 40 of 40 citing papers.

Rank Citing Paper Year Venue Pagerank
63 Improved Histograms for Selectivity Estimation of Range Predicates 1996 SIGMOD 0.00063595699
181 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00036970794
212 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00033997204
253 Query Caching and Optimization in Distributed Mediator Systems 1996 SIGMOD 0.00030517335
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
360 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.00025768448
430 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.00023406426
512 STHoles: A Multidimensional Workload-Aware Histogram 2001 SIGMOD 0.00021385343
523 Recovering Information from Summary Data 1997 VLDB 0.00021101376
527 Self-tuning Histograms: Building Histograms Without Looking at Data 1999 SIGMOD 0.00020862475
680 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00018193263
752 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00017138049
1,239 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013091459
1,240 Multi-dimensional Selectivity Estimation Using Compressed Histogram Information 1999 SIGMOD 0.00013090678
1,468 Adaptive Range Filters for Cold Data: Avoiding Trips to Siberia 2013 VLDB 0.00011831457
1,691 Combining Histograms and Parametric Curve Fitting for Feedback-Driven Query Result-Size Estimation 1999 VLDB 0.00010890775
1,699 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00010848882
1,727 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00010731889
1,856 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00010319105
2,056 Selectivity Estimation in Spatial Databases 1999 SIGMOD 9.6692561e-05
2,136 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 9.4668797e-05
2,671 A Black-Box Approach to Query Cardinality Estimation 2007 CIDR 8.3385014e-05
2,844 Selectivity Estimation in Extensible Databases - A Neural Network Approach 1998 VLDB 8.0308994e-05
3,331 Adapting to Source Properties in Processing Data Integration Queries 2004 SIGMOD 7.2094696e-05
3,658 Towards a Hands-Free Query Optimizer through Deep Learning 2019 CIDR 6.8700949e-05
3,943 Exact Cardinality Query Optimization for Optimizer Testing 2009 VLDB 6.6067351e-05
4,434 Xplus: A SQL-Tuning-Aware Query Optimizer 2010 VLDB 6.1851729e-05
4,517 A Characterization of the Sensitivity of Query Optimization to Storage Access Cost Parameters 2003 SIGMOD 6.1143396e-05
5,066 A Comparison of Selectivity Estimators for Range Queries on Metric Attributes 1999 SIGMOD 5.7157182e-05
5,676 A Pay-As-You-Go Framework for Query Execution Feedback 2008 VLDB 5.3768269e-05
6,341 Operator and Query Progress Estimation in Microsoft SQL Server Live Query Statistics 2016 SIGMOD 5.0980049e-05
7,011 Simple Adaptive Query Processing vs. Learned Query Optimizers: Observations and Analysis 2023 VLDB 4.8583284e-05
7,725 Consistent Histograms In The Presence of Distinct Value Counts 2009 VLDB 4.6621296e-05
7,776 Plan Stitch: Harnessing the Best of Many Plans 2018 VLDB 4.6493147e-05
7,863 Adaptive Optimizations of Recursive Queries in Teradata 2012 SIGMOD 4.628688e-05
8,471 Adaptive Index Structures 2002 VLDB 4.4986491e-05
9,191 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3738237e-05
9,811 A Practical Theory of Generalization in Selectivity Learning 2025 VLDB 4.2742278e-05
10,627 Data-Agnostic Cardinality Learning from Imperfect Workloads 2025 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 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 0.0040465394
28 Accurate Estimation Of The Number Of Tuples Satisfying A Condition 1984 SIGMOD 0.00080571183
37 Statistical Estimators for Relational Algebra Expressions 1988 PODS 0.00075597514
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051431888
100 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00050033475
114 Equi-Depth Histograms For Estimating Selectivity Factors For Multi-Dimensional Queries 1988 SIGMOD 0.00046317654
226 Estimating Block Transfers and Join Sizes 1983 SIGMOD 0.0003243274
369 Sequential Sampling Procedures For Query Size Estimation 1992 SIGMOD 0.00025502381
563 An Analytic Approach to Statistical Databases 1983 VLDB 0.00020005703
801 Universality of Serial Histograms 1993 VLDB 0.00016440976
896 Selectivity Estimation and Query Optimization in Large Databases with Highly Skewed Distributions of Column Values 1988 VLDB 0.00015486851
1,019 An Instant and Accurate Size Estimation Method for Joins and Selection in a Retrieval-Intensive Environment 1993 SIGMOD 0.00014623543
1,399 A Model of Data Distribution Based on Texture Analysis 1985 SIGMOD 0.00012197728
2,865 Database Evaluation Using Multiple Regression Techniques 1984 SIGMOD 7.9943575e-05
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3,656 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 6.8712579e-05
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9,690 Selectivity Estimation for Queries Containing Predicates over Set-Valued Attributes 2023 SIGMOD 4.2994116e-05
223 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00032829841
2,364 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 8.955077e-05
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1,691 Combining Histograms and Parametric Curve Fitting for Feedback-Driven Query Result-Size Estimation 1999 VLDB 0.00010890775
92 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00051431888