Guided Data Repair
Summary: GDR blends user feedback with automated repairs to speed data cleaning and reduce manual effort. VOI-based grouping and active learning rank repairs; ML applies updates automatically, with real-data evaluation of user effort versus quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mohamed Yakout (Purdue University; Qatar Computing Research Institute)
- 2. Ahmed K. Elmagarmid (Qatar Computing Research Institute)
- 3. Jennifer Neville (Purdue University)
- 4. Mourad Ouzzani (Purdue University)
- 5. Ihab F. Ilyas (Qatar Computing Research Institute; University of Waterloo)
BibTeX Citation
@article{yakout_vldb11,
title = {{Guided Data Repair}},
author = {Yakout, Mohamed and Elmagarmid, Ahmed K. and Neville, Jennifer and Ouzzani, Mourad and Ilyas, Ihab F.},
journal = {PVLDB},
series = {{VLDB} '11},
volume = {4},
number = {5},
pages = {279--290},
doi = {10.14778/1952376.1952378},
url = {https://doi.org/10.14778/1952376.1952378},
year = {2011}
}Incoming Citations (Sorted by Pagerank)
Showing 48 of 48 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 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 | 0.00034382643 |
| 188 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00025872962 |
| 500 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017280722 |
| 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00016886621 |
| 618 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00015536912 |
| 763 | AJAX: An Extensible Data Cleaning Tool | 2000 | SIGMOD | 0.00014140127 |
| 888 | Pay-as-you-go User Feedback for Dataspace Systems | 2008 | SIGMOD | 0.00013255989 |
| 989 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.0001265344 |
| 1,031 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00012405065 |
| 1,291 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011156154 |
| 4,127 | GDR: A System for Guided Data Repair | 2010 | SIGMOD | 6.791747e-05 |
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|---|---|---|---|---|
| 1 | 3,422 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD |
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| 4 | 989 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB |
| 5 | 2,964 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD |
| 6 | 652 | Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes | 2013 | SIGMOD |
| 7 | 9,619 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD |
| 8 | 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |
| 9 | 3,263 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB |
| 10 | 4,127 | GDR: A System for Guided Data Repair | 2010 | SIGMOD |