BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems
Summary: BART in Action is an open-source error-generation framework to stress-test data-cleaning systems and benchmark repairers. It formalizes detectability and repairability, shows how error features alter tool performance, and demonstrates five algorithms on BART-created dirty data. (summarized by gpt-5-nano on Feb 09 2026)
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Authors
- 1. Donatello Santoro (University of Basilicata)
- 2. Patricia C. Arocena (University of Toronto)
- 3. Boris Glavic (Illinois Institute of Technology)
- 4. Giansalvatore Mecca (University of Basilicata)
- 5. Renée J. Miller (University of Toronto)
- 6. Paolo Papotti (Arizona State University)
BibTeX Citation
@inproceedings{santoro_sigmod16,
title = {{BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems}},
author = {Santoro, Donatello and Arocena, Patricia C. and Glavic, Boris and Mecca, Giansalvatore and Miller, Renée J. and Papotti, Paolo},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2889397},
url = {https://dl.acm.org/doi/10.1145/2882903.2889397},
year = {2016}
}
Incoming Citations (Sorted by Pagerank)
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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 |
|---|---|---|---|---|
| 188 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00025872962 |
| 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00016886621 |
| 652 | Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes | 2013 | SIGMOD | 0.00015121325 |
| 697 | NADEEF: A Commodity Data Cleaning System | 2013 | SIGMOD | 0.00014694048 |
| 1,348 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB | 0.0001094733 |
| 2,051 | Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms | 2016 | VLDB | 9.1199511e-05 |
| 2,055 | Combining Quantitative and Logical Data Cleaning | 2016 | VLDB | 9.1128336e-05 |
| 4,861 | That's All Folks! LLUNATIC Goes Open Source | 2014 | VLDB | 6.3787474e-05 |
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