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)
Incoming Non-self Citations Over Time
Authors
- 1. Lukasz Golab (AT&T)
- 2. Howard Karloff (AT&T)
- 3. Flip Korn (AT&T)
- 4. Divesh Srivastava (AT&T)
- 5. Bei Yu (National University of Singapore)
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.
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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.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13 | Mining Association Rules between Sets of Items in Large Databases | 1993 | SIGMOD | 0.0006567919 |
| 159 | CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies | 2004 | SIGMOD | 0.00028129426 |
| 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.0001705859 |
| 606 | Mining Quantitative Association Rules in Large Relational Tables | 1996 | SIGMOD | 0.00015804851 |
| 700 | Explaining differences in multidimensional aggregates | 1999 | VLDB | 0.00014871032 |
| 1,277 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011368191 |
| 1,648 | BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data | 2003 | VLDB | 0.00010120668 |
| 3,141 | Information Dependencies | 2000 | PODS | 7.7170066e-05 |
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