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Cardinality Estimation for Having-Clauses

Summary: Introduces cardinality estimators for single-table HAVING predicates over count, sum, avg, min, and max, both with and without WHERE filters. Extends estimation to conjunctive and disjunctive HAVING clauses. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
14109
Venue
VLDB
Year
2025
Pagerank
5.093636e-05
Overall Rank
10,891 | 25.28%
DOI
10.14778/3696435.3696438

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Authors

BibTeX Citation

@article{moerkotte_vldb25,
        title = {{Cardinality Estimation for Having-Clauses}},
        author = {Moerkotte, Guido},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {1},
        pages = {28--41},
        doi = {10.14778/3696435.3696438},
        url = {https://doi.org/10.14778/3696435.3696438},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 45 of 45 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
76 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00037054261
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
101 Selectivity Estimation Without the Attribute Value Independence Assumption 1997 VLDB 0.00034376651
103 DuckDB: an Embeddable Analytical Database 2019 SIGMOD 0.00034161428
168 Wavelet-Based Histograms for Selectivity Estimation 1998 SIGMOD 0.00027541029
173 Simple Random Sampling from Relational Databases 1986 VLDB 0.00027273858
213 Approximate Computation of Multidimensional Aggregates of Sparse Data Using Wavelets 1999 SIGMOD 0.00024723025
227 Small Materialized Aggregates: A Light Weight Index Structure for Data Warehousing 1998 VLDB 0.00023958508
257 The History of Histograms (abridged) 2003 VLDB 0.00023154793
267 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00022798161
274 Balancing Histogram Optimality and Practicality for Query Result Size Estimation 1995 SIGMOD 0.00022645621
280 Selectivity Estimation using Probabilistic Models 2001 SIGMOD 0.00022454217
288 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00022296371
307 Approximate Query Processing Using Wavelets 2000 VLDB 0.00021792475
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
388 Preventing Bad Plans by Bounding the Impact of Cardinality Estimation Errors 2009 VLDB 0.00019410042
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
417 Estimating Block Transfers and Join Sizes 1983 SIGMOD 0.00018819871
422 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00018732744
435 Histogram-Based Approximation of Set-Valued Query Answers 1999 VLDB 0.000185063
689 On Synopses for Distinct-Value Estimation Under Multiset Operations 2007 SIGMOD 0.00014940023
697 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014888851
737 Join Size Estimation Subject to Filter Conditions 2015 VLDB 0.00014490983
772 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00014147905
786 Universality of Serial Histograms 1993 VLDB 0.00014053885
1,053 Multi-dimensional Selectivity Estimation Using Compressed Histogram Information 1999 SIGMOD 0.00012401532
1,108 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00012145154
1,156 Wavelet Synopses with Error Guarantees 2002 SIGMOD 0.00011929041
1,440 On the Relative Cost of Sampling for Join Selectivity Estimation 1994 PODS 0.00010778889
1,536 Improved Selectivity Estimation by Combining Knowledge from Sampling and Synopses 2018 VLDB 0.00010460864
1,664 Two-Level Sampling for Join Size Estimation 2017 SIGMOD 0.00010070362
1,729 Combining Histograms and Parametric Curve Fitting for Feedback-Driven Query Result-Size Estimation 1999 VLDB 9.908788e-05
1,799 DBEst: Revisiting Approximate Query Processing Engines with Machine Learning Models 2019 SIGMOD 9.7326398e-05
1,893 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.5269935e-05
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
3,093 Statistics on Views 2003 VLDB 7.7664764e-05
3,309 Conditional Selectivity for Statistics on Query Expressions 2004 SIGMOD 7.5368417e-05
3,575 Optimal Histograms for Hierarchical Range Queries (Extended Abstract) 2000 PODS 7.2946291e-05
5,693 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 6.1189424e-05
7,787 A Practical Approach to Groupjoin and Nested Aggregates 2021 VLDB 5.5449593e-05
8,183 alpha to omega: The Greek Alphabet of Sampling 2020 CIDR 5.4714466e-05
8,998 Histograms Reloaded: The Merits of Bucket Diversity 2010 SIGMOD 5.3355988e-05
9,666 Constructing Join Histograms from Histograms with q-error Guarantees 2016 SIGMOD 5.2406474e-05
10,090 Fast Approximate Computation of Statistics on Views 2006 SIGMOD 5.1557535e-05
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