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Cardinality Estimation Done Right: Index-Based Join Sampling

Summary: Index-based join sampling: a main-memory cardinality estimator that uses existing indexes to sample join results and produce accurate multi-table cardinalities. Low, configurable sampling overhead substantially improves estimates and end-to-end plan quality and integrates easily into existing systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hd7dca7a4601cd891
Venue
CIDR
Year
2017
Pagerank
0.00014725904
Overall Rank
689 | 95.39%
DOI
-
PDF
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Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{leis_cidr17,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '17},
        title = {{Cardinality Estimation Done Right: Index-Based Join Sampling}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Leis, Viktor and Radke, Bernhard and Gubichev, Andrey and Kemper, Alfons and Neumann, Thomas},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 4 of 54 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
15 How Good Are Query Optimizers, Really? 2016 VLDB 0.00061463175
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.00040739114
79 Practical Selectivity Estimation through Adaptive Sampling 1990 SIGMOD 0.00036394222
91 On the Propagation of Errors in the Size of Join Results 1991 SIGMOD 0.00034691614
98 LEO - DB2's LEarning Optimizer 2001 VLDB 0.00034050614
215 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00024554257
471 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.00017691682
750 Bifocal Sampling for Skew-Resistant Join Size Estimation 1996 SIGMOD 0.00014246313
838 Proactive Re-Optimization 2005 SIGMOD 0.00013528646
881 Dynamic Programming Strikes Back 2008 SIGMOD 0.0001324243
1,261 Sampling-Based Query Re-Optimization 2016 SIGMOD 0.00011289724
1,896 CS2: A New Database Synopsis for Query Estimation 2013 SIGMOD 9.4010932e-05
1,935 Consistently Estimating the Selectivity of Conjuncts of Predicates 2005 VLDB 9.3407959e-05
1,987 Plan Bouquets: Query Processing without Selectivity Estimation 2014 SIGMOD 9.2323722e-05
2,248 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.7484225e-05
2,261 Counter Strike: Generic Top-Down Join Enumeration for Hypergraphs 2013 VLDB 8.7351549e-05
3,438 Efficient Processing of Window Functions in Analytical SQL Queries 2015 VLDB 7.2807703e-05
3,807 Query Simplification: Graceful Degradation for Join-Order Optimization 2009 SIGMOD 6.9902343e-05
4,069 Adaptive Query Processing in the Looking Glass 2005 CIDR 6.8080574e-05
6,816 ROX: Run-time Optimization of XQueries 2009 SIGMOD 5.6593309e-05
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