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Fast Detection of Denial Constraint Violations

Summary: FACET detects denial-constraint violations via column-sketch-guided pipelines of specialized predicate operators. Adaptive algorithms and data structures handle diverse data and constraint structures, outperforming both DBMS-based and prior specialized detectors while avoiding memory blowups. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h17a8eeadcf4b545f
Venue
VLDB
Year
2022
Pagerank
5.5150385e-05
Overall Rank
7,476 | 49.76%
DOI
10.14778/3503585.3503595
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{pena_vldb22,
        title = {{Fast Detection of Denial Constraint Violations}},
        author = {Pena, Eduardo H. M. and de Almeida, Eduardo C. and Naumann, Felix},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {4},
        pages = {859--871},
        doi = {10.14778/3503585.3503595},
        url = {https://doi.org/10.14778/3503585.3503595},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

Rank Citing Paper Year Venue Pagerank
4,070 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.8183785e-05
5,283 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1963542e-05
8,862 Rapidash: Efficient Detection of Constraint Violations 2024 VLDB 5.2616231e-05
9,573 Deduplicated Sampling On-Demand 2025 VLDB 5.154741e-05
9,808 Incremental Detection of Denial Constraint Violations 2025 VLDB 5.1233734e-05
10,200 Evaluating Continuous Queries with Inconsistency Annotations 2025 VLDB 5.0599411e-05
10,451 Discovery of Denial Constraints with Hardware Acceleration 2026 SIGMOD 4.9769913e-05
11,211 Computing Inconsistency Measures Under Differential Privacy 2025 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
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049326063
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
295 Towards Estimation Error Guarantees for Distinct Values 2000 PODS 0.00021908194
350 Discovering Denial Constraints 2013 VLDB 0.00020244085
362 Design and Evaluation of Main Memory Hash Join Algorithms for Multi-core CPUs 2011 SIGMOD 0.00019999596
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,212 A Seven-Dimensional Analysis of Hashing Methods and its Implications on Query Processing 2016 VLDB 0.00011521857
1,267 An Experimental Comparison of Thirteen Relational Equi-Joins in Main Memory 2016 SIGMOD 0.00011265987
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,537 Cardinality Estimation: An Experimental Survey 2018 VLDB 0.00010324934
1,620 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 0.00010050865
1,972 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2829634e-05
2,011 An Experimental Study of Bitmap Compression vs. Inverted List Compression 2017 SIGMOD 9.1924806e-05
2,245 Cache-Efficient Aggregation: Hashing Is Sorting 2015 SIGMOD 8.7615858e-05
2,372 SCODED: Statistical Constraint Oriented Data Error Detection 2020 SIGMOD 8.5575299e-05
2,614 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2221507e-05
2,803 On the Performance of Bitmap Indices for High Cardinality Attributes 2004 VLDB 7.9863094e-05
2,818 To Partition, or Not to Partition, That is the Join Question in a Real System 2021 SIGMOD 7.9703078e-05
3,132 Every Row Counts: Combining Sketches and Sampling for Accurate Group-By Result Estimates 2019 CIDR 7.6107287e-05
3,296 Lightning Fast and Space Efficient Inequality Joins 2015 VLDB 7.444648e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3732195e-05
5,380 Counting Database Repairs under Primary Keys Revisited 2019 PODS 6.1539804e-05
5,743 An Operational Approach to Consistent Query Answering 2018 PODS 6.0079668e-05
6,528 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7540798e-05
6,734 On Multiple Semantics for Declarative Database Repairs 2020 SIGMOD 5.6919385e-05
8,068 Evaluating Top-k Queries with Inconsistency Degrees 2020 VLDB 5.392976e-05
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