Approximate Denial Constraints
Summary: Introduces approximate denial constraints for noisy/inconsistent data, capturing generally valid rules with exceptions while reducing overfitting. ADCMiner supports arbitrary approximation functions satisfying natural axioms and combines with sampling for scalable, accurate discovery. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Ester Livshits (Technion)
- 2. Alireza Heidari (University of Waterloo)
- 3. Ihab F. Ilyas (University of Waterloo)
- 4. Benny Kimelfeld (Technion)
BibTeX Citation
@article{livshits_vldb20,
title = {{Approximate Denial Constraints}},
author = {Livshits, Ester and Heidari, Alireza and Ilyas, Ihab F. and Kimelfeld, Benny},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {10},
pages = {1682--1695},
doi = {10.14778/3401960.3401966},
url = {https://doi.org/10.14778/3401960.3401966},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 350 | Discovering Denial Constraints | 2013 | VLDB | 0.00020244085 |
| 650 | Discovering Data Quality Rules | 2008 | VLDB | 0.00015142855 |
| 728 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014436728 |
| 884 | HoloDetect: Few-Shot Learning for Error Detection | 2019 | SIGMOD | 0.00013263269 |
| 1,362 | Computing Optimal Repairs for Functional Dependencies | 2018 | PODS | 0.00010912749 |
| 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 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,620 | Efficient Denial Constraint Discovery with Hydra | 2018 | VLDB |
| 2 | 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |
| 3 | 9,177 | Efficient Approximations of Conjunctive Queries | 2012 | PODS |
| 4 | 4,467 | Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization | 2017 | VLDB |
| 5 | 350 | Discovering Denial Constraints | 2013 | VLDB |
| 6 | 11,327 | How and Why False Denial Constraints are Discovered | 2025 | VLDB |
| 7 | 4,070 | Fast Algorithms for Denial Constraint Discovery | 2023 | VLDB |
| 8 | 10,781 | Discovering Approximate Denial Constraints in Large Databases | 2026 | VLDB |
| 9 | 5,283 | Fast Approximate Denial Constraint Discovery | 2023 | VLDB |
| 10 | 1,972 | Discovery of Approximate (and Exact) Denial Constraints | 2020 | VLDB |