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On Generating Near-Optimal Tableaux for Conditional Functional Dependencies

Summary: First formal treatment of CFD tableau generation, optimizing support, confidence, and parsimony while proving optimality NP-complete. Greedy and on-demand approximations, plus range tableaux for ordered attributes, yield scalable, parsimonious solutions. (summarized by gpt-5.6-luna on Jul 24 2026)

Paper ID
hf7fcc6b17fedb294
Venue
VLDB
Year
2008
Pagerank
0.00012399252
Overall Rank
1,031 | 93.08%
DOI
10.14778/1453856.1453900

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{golab_vldb08,
        title = {{On Generating Near-Optimal Tableaux for Conditional Functional Dependencies}},
        author = {Golab, Lukasz and Karloff, Howard and Korn, Flip and Srivastava, Divesh and Yu, Bei},
        journal = {PVLDB},
        series = {{VLDB} '08},
        doi = {10.14778/1453856.1453900},
        url = {https://doi.org/10.14778/1453856.1453900},
        year = {2008}
}

Incoming Citations (Sorted by Pagerank)

Showing 31 of 31 citing papers.

Rank Citing Paper Year Venue Pagerank
350 Discovering Denial Constraints 2013 VLDB 0.00020244085
716 Guided Data Repair 2011 VLDB 0.00014546968
878 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.00013296412
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,888 Sequential Dependencies 2009 VLDB 9.4276992e-05
2,525 Stream Warehousing with DataDepot 2009 SIGMOD 8.3393802e-05
2,687 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1271333e-05
2,904 Estimating the Confidence of Conditional Functional Dependencies 2009 SIGMOD 7.87641e-05
4,226 Scalable Discovery of Unique Column Combinations 2014 VLDB 6.7151469e-05
4,348 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6438522e-05
4,724 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.4498285e-05
4,829 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3887613e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
5,516 Big Graphs: Challenges and Opportunities 2022 VLDB 6.0957673e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
6,528 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.7540798e-05
6,823 Error Diagnosis and Data Profiling with Data X-Ray 2015 VLDB 5.6701292e-05
6,860 Fast Incremental Discovery of Pointwise Order Dependencies 2020 VLDB 5.6615714e-05
7,876 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4336606e-05
7,880 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 5.4330096e-05
8,339 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.3500594e-05
9,616 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 5.1503279e-05
9,702 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 5.1365447e-05
9,813 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.1233734e-05
10,074 On Concise Set of Relative Candidate Keys 2014 VLDB 5.0842681e-05
10,189 Discovering Top-k Relevant and Diversified Rules 2024 SIGMOD 5.0628015e-05
10,346 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 5.0171283e-05
10,541 Outliers: The Good, the Bad and the Ugly 2026 SIGMOD 4.9769913e-05
11,197 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 4.9769913e-05
11,262 Efficient Discovery of Relaxed Functional Dependencies 2025 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

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