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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
5.1672232e-05
Overall Rank
9,407 | 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
10,502 Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation 2026 SIGMOD 4.9605343e-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 0.00061463175
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035920657
320 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021128745
405 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019020138
508 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017108973
690 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014703258
820 Finding k-Dominant Skylines in High Dimensional Space 2006 SIGMOD 0.00013621724
983 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.00012677179
1,064 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012181459
1,382 Preference SQL - Design, Implementation, Experiences 2002 VLDB 0.00010830552
1,534 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010309919
1,905 Efficient Computation of Reverse Skyline Queries 2007 VLDB 9.3819594e-05
2,009 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.1813272e-05
2,348 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.5910072e-05
2,367 Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces 2005 VLDB 8.549962e-05
2,523 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.3316032e-05
2,584 Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality Estimation 2021 VLDB 8.2435322e-05
3,060 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.6828463e-05
3,291 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 7.4370263e-05
3,440 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.2791144e-05
3,740 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 7.0398782e-05
4,459 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.5757572e-05
4,479 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.5665703e-05
4,703 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.4458272e-05
4,720 PreQR: Pre-training Representation for SQL Understanding 2022 SIGMOD 6.4353798e-05
5,815 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 5.9683874e-05
8,297 Consistent and Flexible Selectivity Estimation for High-Dimensional Data 2021 SIGMOD 5.3438874e-05
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