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 |
|---|---|---|---|---|
| 2,728 | Uni-Detect: A Unified Approach to Automated Error Detection in Tables | 2019 | SIGMOD | 8.1995954e-05 |
| 2,759 | Data X-Ray: A Diagnostic Tool for Data Errors | 2015 | SIGMOD | 8.1577506e-05 |
| 3,387 | Data Profiling – A Tutorial | 2017 | SIGMOD | 7.4534663e-05 |
| 4,412 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB | 6.7168614e-05 |
| 4,959 | QFix: Diagnosing Errors through Query Histories | 2017 | SIGMOD | 6.4283324e-05 |
| 5,518 | Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks | 2023 | VLDB | 6.1885722e-05 |
| 6,461 | Explain3D: Explaining Disagreements in Disjoint Datasets | 2019 | VLDB | 5.8718966e-05 |
| 6,794 | Error Diagnosis and Data Profiling with Data X-Ray | 2015 | VLDB | 5.7712588e-05 |
| 7,690 | Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes | 2021 | SIGMOD | 5.5669307e-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 |
|---|---|---|---|---|
| 94 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00034616103 |
| 201 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.00025558602 |
| 432 | Mining Database Structure; Or, How to Build a Data Quality Browser | 2002 | SIGMOD | 0.00018572055 |
| 1,033 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00012529852 |
| 1,277 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011368191 |
| 1,842 | Sequential Dependencies | 2009 | VLDB | 9.6345922e-05 |
| 6,013 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB | 6.0094519e-05 |
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