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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
9873
Venue
VLDB
Year
2008
Pagerank
0.00012529852
Overall Rank
1,033 | 92.92%
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
376 Discovering Denial Constraints 2013 VLDB 0.00019677674
714 Guided Data Repair 2011 VLDB 0.00014662041
858 Interpretable and Informative Explanations of Outcomes 2015 VLDB 0.0001356511
998 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001275238
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,842 Sequential Dependencies 2009 VLDB 9.6345922e-05
2,502 Stream Warehousing with DataDepot 2009 SIGMOD 8.4972586e-05
2,759 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1577506e-05
2,872 Estimating the Confidence of Conditional Functional Dependencies 2009 SIGMOD 8.0104819e-05
4,183 Scalable Discovery of Unique Column Combinations 2014 VLDB 6.8467773e-05
4,488 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.668457e-05
4,642 Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux 2010 VLDB 6.5908277e-05
4,959 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.4283324e-05
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
5,608 Big Graphs: Challenges and Opportunities 2022 VLDB 6.1514145e-05
6,392 Qualitative Data Cleaning 2016 VLDB 5.8883971e-05
6,403 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.8859374e-05
6,720 Fast Incremental Discovery of Pointwise Order Dependencies 2020 VLDB 5.794237e-05
6,794 Error Diagnosis and Data Profiling with Data X-Ray 2015 VLDB 5.7712588e-05
7,880 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 5.5244204e-05
8,160 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.4754476e-05
9,427 Discovering Top-k Rules using Subjective and Objective Criteria 2023 SIGMOD 5.271035e-05
9,590 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 5.2520062e-05
9,627 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.2434488e-05
9,647 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.2430158e-05
9,883 On Concise Set of Relative Candidate Keys 2014 VLDB 5.2033964e-05
9,999 Discovering Top-k Relevant and Diversified Rules 2024 SIGMOD 5.1814573e-05
10,111 Parallel Rule Discovery from Large Datasets by Sampling 2022 SIGMOD 5.1347137e-05
10,324 Outliers: The Good, the Bad and the Ugly 2026 SIGMOD 5.093636e-05
10,766 Incremental Rule Discovery in Response to Parameter Updates 2025 SIGMOD 5.093636e-05
10,848 Efficient Discovery of Relaxed Functional Dependencies 2025 VLDB 5.093636e-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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