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Efficient and Effective Cardinality Estimation for Skyline Family

Summary: EECE unifies skyline variants into a single end-to-end estimator; learning distributions and enforcing monotonicity. Incremental learning with a mixture-data guided transformer and monotonicity clamping yields six-order speedup and 39% accuracy gain over SOTA. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h268dbba81d9f44f5
Venue
SIGMOD
Year
2023
Pagerank
5.1843659e-05
Overall Rank
9,381 | 36.95%
DOI
10.1145/3588958

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{miao_sigmod23,
        title = {{Efficient and Effective Cardinality Estimation for Skyline Family}},
        author = {Miao, Xiaoye and Wu, Yangyang and Peng, Jiazhen and Gao, Yunjun and Yin, Jianwei},
        series = {{SIGMOD} '23},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3588958},
        url = {https://dl.acm.org/doi/10.1145/3588958},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
10,436 Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation 2026 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 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 0.00061067652
85 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035876108
318 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021166957
406 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019050182
510 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017059914
691 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014737455
818 Finding k-Dominant Skylines in High Dimensional Space 2006 SIGMOD 0.00013666302
981 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012713454
1,065 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012202293
1,377 Preference SQL - Design, Implementation, Experiences 2002 VLDB 0.00010866029
1,537 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010324934
1,895 Efficient Computation of Reverse Skyline Queries 2007 VLDB 9.4125147e-05
2,002 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.2076835e-05
2,342 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.6074783e-05
2,358 Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces 2005 VLDB 8.5779705e-05
2,518 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.3532841e-05
2,583 Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality Estimation 2021 VLDB 8.2589842e-05
3,053 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.7041081e-05
3,282 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 7.4548746e-05
3,441 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2946229e-05
3,742 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 7.0564546e-05
4,459 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.5883555e-05
4,559 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.5324275e-05
4,690 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4667478e-05
4,708 PreQR: Pre-training Representation for SQL Understanding 2022 SIGMOD 6.4559477e-05
5,816 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 5.9817821e-05
8,282 Consistent and Flexible Selectivity Estimation for High-Dimensional Data 2021 SIGMOD 5.3616162e-05
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