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Selectivity Estimation using Probabilistic Models

Summary: Probabilistic Relational Models (PRMs) model attribute distributions across tables and joins to estimate selectivity. Efficient DB-driven construction enables a unified select-join framework, delivering accurate, compact estimates for broad query families. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3353
Venue
SIGMOD
Year
2001
Pagerank
0.00022454217
Overall Rank
280 | 98.09%
DOI
10.1145/375663.375727

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{getoor_sigmod01,
        title = {{Selectivity Estimation using Probabilistic Models}},
        author = {Getoor, Lise and Taskar, Ben and Koller, Daphne},
        series = {{SIGMOD} '01},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/375663.375727},
        url = {https://dl.acm.org/doi/10.1145/375663.375727},
        year = {2001}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 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
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
337 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00020783399
363 Approximate Query Processing: Taming the TeraBytes! A Tutorial 2001 VLDB 0.0002005475
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
517 Query by Output 2009 SIGMOD 0.00017169735
566 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00016436005
697 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014888851
808 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013884332
1,061 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012369764
1,071 Lightweight Graphical Models for Selectivity Estimation Without Independence Assumptions 2011 VLDB 0.00012322342
1,088 A Formal Analysis of Information Disclosure in Data Exchange 2004 SIGMOD 0.00012248135
1,122 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.0001209124
1,149 A Case for A Collaborative Query Management System 2009 CIDR 0.0001194728
1,170 QuickSel: Quick Selectivity Learning with Mixture Models 2020 SIGMOD 0.00011827259
1,256 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011457194
1,452 Fast Computation of Database Operations using Graphics Processors 2004 SIGMOD 0.00010745803
1,573 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 0.00010328171
1,752 Approximate Lineage for Probabilistic Databases 2008 VLDB 9.8358116e-05
1,876 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 9.5717543e-05
1,936 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 9.4557372e-05
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
2,121 SASH: A Self-Adaptive Histogram Set for Dynamically Changing Workloads 2003 VLDB 9.1402718e-05
2,203 Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models 2017 VLDB 8.9610447e-05
2,269 GORDIAN: Efficient and Scalable Discovery of Composite Keys 2006 VLDB 8.8328424e-05
2,367 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 8.6855754e-05
2,369 Data Generation using Declarative Constraints 2011 SIGMOD 8.682429e-05
2,723 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.2049453e-05
2,944 Query Optimizers: Time to Rethink the Contract? 2009 SIGMOD 7.9335187e-05
2,991 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 7.8880723e-05
3,070 Accurate Summary-based Cardinality Estimation Through the Lens of Cardinality Estimation Graphs 2022 VLDB 7.7900444e-05
3,086 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.7708642e-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
3,338 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 7.5068221e-05
3,545 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 7.3249967e-05
3,788 Graph-Based Synopses for Relational Selectivity Estimation 2006 SIGMOD 7.1244416e-05
4,205 Sample Debiasing in the Themis Open World Database System 2020 SIGMOD 6.8337021e-05
4,349 ALECE: An Attention-based Learned Cardinality Estimator for SPJ Queries on Dynamic Workloads 2024 VLDB 6.7504619e-05
4,368 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.7393882e-05
4,383 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.7329787e-05
4,612 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.6072026e-05
5,105 SAM: Database Generation from Query Workloads with Supervised Autoregressive Models 2022 SIGMOD 6.3628539e-05
5,792 Pre-training Summarization Models of Structured Datasets for Cardinality Estimation 2022 VLDB 6.0871213e-05
5,860 Understanding Cardinality Estimation using Entropy Maximization 2010 PODS 6.0636893e-05
6,341 Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks 2024 SIGMOD 5.9068986e-05
6,712 Capturing Data Uncertainty in High-Volume Stream Processing 2009 CIDR 5.7962014e-05
7,193 dbET: Execution Time Distribution-based Plan Selection 2023 SIGMOD 5.6770249e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 7 of 7 cited papers.

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

Rank Cited Paper Year Venue Pagerank
76 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00037054261
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
136 Join Synopses for Approximate Query Answering 1999 SIGMOD 0.00030123303
168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027541029
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
Previous Page 1 / 1 Next

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