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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
6669
Venue
SIGMOD
Year
2023
Pagerank
5.3058708e-05
Overall Rank
9,192 | 36.94%
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
10,208 Causal Search for Skylines (CSS): Causally-Informed Selective Data De-Correlation 2026 SIGMOD 5.093636e-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
18 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059284255
84 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035838391
323 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00021264788
401 Deep Unsupervised Cardinality Estimation 2020 VLDB 0.00019092557
513 NeuroCard: One Cardinality Estimator for All Tables 2021 VLDB 0.00017190574
697 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014888851
792 Finding k-Dominant Skylines in High Dimensional Space 2006 SIGMOD 0.00013979615
1,061 Are We Ready For Learned Cardinality Estimation? 2021 VLDB 0.00012369764
1,122 Cardinality Estimation in DBMS: A Comprehensive Benchmark Evaluation 2022 VLDB 0.0001209124
1,338 Preference SQL - Design, Implementation, Experiences 2002 VLDB 0.00011117197
1,516 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010520885
1,847 Efficient Computation of Reverse Skyline Queries 2007 VLDB 9.6252055e-05
1,988 FLAT: Fast, Lightweight and Accurate Method for Cardinality Estimation 2021 VLDB 9.3501502e-05
2,306 Catching the Best Views of Skyline: A Semantic Approach Based on Decisive Subspaces 2005 VLDB 8.7755724e-05
2,543 Learned Cardinality Estimation: An In-depth Study 2022 SIGMOD 8.4445934e-05
2,620 Fauce: Fast and Accurate Deep Ensembles with Uncertainty for Cardinality Estimation 2021 VLDB 8.3363963e-05
2,723 Learned Cardinality Estimation: A Design Space Exploration and A Comparative Evaluation 2022 VLDB 8.2049453e-05
3,086 A Unified Deep Model of Learning from both Data and Queries for Cardinality Estimation 2021 SIGMOD 7.7708642e-05
3,224 Kernel-Based Skyline Cardinality Estimation 2009 SIGMOD 7.6249441e-05
3,386 Efficient and Effective Data Imputation with Influence Functions 2022 VLDB 7.453827e-05
3,688 FACE: A Normalizing Flow based Cardinality Estimator 2022 VLDB 7.201795e-05
4,368 Lightweight and Accurate Cardinality Estimation by Neural Network Gaussian Process 2022 SIGMOD 6.7393882e-05
4,612 Warper: Efficiently Adapting Learned Cardinality Estimators to Data and Workload Drifts 2022 SIGMOD 6.6072026e-05
4,617 Learned Cardinality Estimation for Similarity Queries 2021 SIGMOD 6.604437e-05
4,671 PreQR: Pre-training Representation for SQL Understanding 2022 SIGMOD 6.5732787e-05
5,693 Exploiting Ordered Dictionaries to Efficiently Construct Histograms with Q-Error Guarantees in SAP HANA 2014 SIGMOD 6.1189424e-05
8,124 Consistent and Flexible Selectivity Estimation for High-Dimensional Data 2021 SIGMOD 5.4829513e-05
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