Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux
Summary: Data Auditor uses pattern tableaux to summarize relation subsets that mostly satisfy or fail a constraint. Details architecture and UI, constraint support, tuning heuristics, and real-data demonstrations for exploring data quality and semantics. (summarized by gpt-5-nano on Feb 09 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)
BibTeX Citation
@article{golab_vldb10,
title = {{Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux}},
author = {Golab, Lukasz and Karloff, Howard and Korn, Flip and Srivastava, Divesh},
journal = {PVLDB},
series = {{VLDB} '10},
volume = {3},
number = {2},
pages = {1641--1652},
doi = {10.14778/1920841.1921060},
url = {https://doi.org/10.14778/1920841.1921060},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 9 of 9 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,685 | Data X-Ray: A Diagnostic Tool for Data Errors | 2015 | SIGMOD | 8.116387e-05 |
| 2,752 | Uni-Detect: A Unified Approach to Automated Error Detection in Tables | 2019 | SIGMOD | 8.0387193e-05 |
| 3,420 | Data Profiling – A Tutorial | 2017 | SIGMOD | 7.300051e-05 |
| 4,444 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB | 6.5812416e-05 |
| 4,852 | QFix: Diagnosing Errors through Query Histories | 2017 | SIGMOD | 6.3680596e-05 |
| 5,658 | Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks | 2023 | VLDB | 6.0309825e-05 |
| 6,608 | Explain3D: Explaining Disagreements in Disjoint Datasets | 2019 | VLDB | 5.7187078e-05 |
| 6,837 | Error Diagnosis and Data Profiling with Data X-Ray | 2015 | VLDB | 5.6518411e-05 |
| 7,755 | Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes | 2021 | SIGMOD | 5.4424293e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 95 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00034319763 |
| 206 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.00025121652 |
| 435 | Mining Database Structure; Or, How to Build a Data Quality Browser | 2002 | SIGMOD | 0.00018277436 |
| 1,033 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00012373297 |
| 1,297 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011118907 |
| 1,898 | Sequential Dependencies | 2009 | VLDB | 9.3965317e-05 |
| 6,152 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB | 5.8545735e-05 |
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| 7 | 9,263 | Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables | 2025 | SIGMOD |
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