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Discovery of Approximate (and Exact) Denial Constraints

Summary: DCFINDER automatically discovers exact and approximate denial constraints, addressing noisy data and the large DC search space. It combines position-list indexes with predicate-selectivity pruning, outperforming prior approximate-DC discovery methods. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h448f0881432c369f
Venue
VLDB
Year
2020
Pagerank
9.2873596e-05
Overall Rank
1,971 | 86.75%
DOI
10.14778/3368289.3368293

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{pena_vldb20,
        title = {{Discovery of Approximate (and Exact) Denial Constraints}},
        author = {Pena, Eduardo H. M. and de Almeida, Eduardo C. and Naumann, Felix},
        journal = {PVLDB},
        series = {{VLDB} '20},
        volume = {13},
        number = {3},
        pages = {266--278},
        doi = {10.14778/3368289.3368293},
        url = {https://doi.org/10.14778/3368289.3368293},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
2,443 Approximate Denial Constraints 2020 VLDB 8.4586656e-05
3,263 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.4809771e-05
3,292 Kamino: Constraint-Aware Differentially Private Data Synthesis 2021 VLDB 7.4491643e-05
4,067 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.8216078e-05
5,280 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1992888e-05
5,864 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.9663944e-05
6,855 Fast Incremental Discovery of Pointwise Order Dependencies 2020 VLDB 5.6642528e-05
6,896 Synthesizing Linked Data Under Cardinality and Integrity Constraints 2021 SIGMOD 5.6532847e-05
7,471 Fast Detection of Denial Constraint Violations 2022 VLDB 5.5176505e-05
7,505 Conformance Constraint Discovery: Measuring Trust in Data-Driven Systems 2021 SIGMOD 5.5074181e-05
7,872 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4362062e-05
8,756 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 5.2840289e-05
8,852 Rapidash: Efficient Detection of Constraint Violations 2024 VLDB 5.2641151e-05
9,616 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.1510548e-05
9,806 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.1257999e-05
10,058 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.0875952e-05
10,106 Efficient Differential Dependency Discovery 2024 VLDB 5.0789354e-05
10,186 Discovering Top-k Relevant and Diversified Rules 2024 SIGMOD 5.0651993e-05
10,339 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 5.0195045e-05
10,439 Discovery of Denial Constraints with Hardware Acceleration 2026 SIGMOD 4.9793485e-05
10,530 Outliers: The Good, the Bad and the Ugly 2026 SIGMOD 4.9793485e-05
10,771 Discovering Approximate Denial Constraints in Large Databases 2026 VLDB 4.9793485e-05
11,006 LIMA: Denial Constraint Discovery in Large Dynamic Databases 2026 VLDB 4.9793485e-05
11,188 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.9793485e-05
11,254 Efficient Discovery of Relaxed Functional Dependencies 2025 VLDB 4.9793485e-05
11,316 Meaningful Data Erasure in the Presence of Dependencies 2025 VLDB 4.9793485e-05
11,319 How and Why False Denial Constraints are Discovered 2025 VLDB 4.9793485e-05
11,435 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.9793485e-05
11,558 Mixed Covers of Keys and Functional Dependencies for Maintaining the Integrity of Data under Updates 2024 VLDB 4.9793485e-05
11,748 Learning and Deducing Temporal Orders 2023 VLDB 4.9793485e-05
12,077 AUDITOR: A System Designed for Automatic Discovery of Complex Integrity Constraints in Relational Databases 2020 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 14 of 14 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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