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Efficient Discovery of Relaxed Functional Dependencies

Summary: First complete discovery algorithm for minimal relaxed FDs, combining similarity-threshold equality with bounded violations. Extends difference-sets to threshold predicates and exploits RHS subsumption, achieving orders-of-magnitude speedups and uncovering FDs in dirty data. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
h991824d394941287
Venue
VLDB
Year
2025
Pagerank
4.9769913e-05
Overall Rank
11,262 | 24.31%
DOI
10.14778/3734839.3734843
PDF
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Authors

BibTeX Citation

@article{li_vldb25,
        title = {{Efficient Discovery of Relaxed Functional Dependencies}},
        author = {Li, Mengran and Tan, Zijing and Yang, Honghui and Ma, Shuai},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {7},
        pages = {2044--2056},
        doi = {10.14778/3734839.3734843},
        url = {https://doi.org/10.14778/3734839.3734843},
        year = {2025}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

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

Rank Cited Paper Year Venue Pagerank
160 CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies 2004 SIGMOD 0.00027827605
350 Discovering Denial Constraints 2013 VLDB 0.00020244085
603 A Hybrid Approach to Functional Dependency Discovery 2016 SIGMOD 0.00015692059
728 Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms 2015 VLDB 0.00014436728
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012399252
1,488 Efficient Discovery of Approximate Dependencies 2018 VLDB 0.00010513265
1,972 Discovery of Approximate (and Exact) Denial Constraints 2020 VLDB 9.2829634e-05
2,445 Approximate Denial Constraints 2020 VLDB 8.4546614e-05
3,194 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5469742e-05
3,419 Data Profiling – A Tutorial 2017 SIGMOD 7.3175997e-05
4,070 Fast Algorithms for Denial Constraint Discovery 2023 VLDB 6.8183785e-05
4,467 Effective and Complete Discovery of Order Dependencies via Set-based Axiomatization 2017 VLDB 6.5842379e-05
5,133 Distributed implementations of dependency discovery algorithms 2019 VLDB 6.2573449e-05
5,283 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1963542e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
6,427 Expressiveness and Complexity of Order Dependencies 2013 VLDB 5.7867997e-05
7,289 Discovery Algorithms for Embedded Functional Dependencies 2020 SIGMOD 5.5631739e-05
9,087 DAFDiscover: Robust Mining Algorithm for Dynamic Approximate Functional Dependencies on Dirty Data 2024 VLDB 5.2258409e-05
9,964 Discovering Functional Dependencies through Hitting Set Enumeration 2024 SIGMOD 5.1014161e-05
10,110 Efficient Differential Dependency Discovery 2024 VLDB 5.0765311e-05
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