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 |
|---|---|---|---|---|
| 94 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00034616103 |
| 185 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00026231189 |
| 494 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017526549 |
| 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.0001705859 |
| 619 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00015707247 |
| 751 | AJAX: An Extensible Data Cleaning Tool | 2000 | SIGMOD | 0.00014369237 |
| 866 | Pay-as-you-go User Feedback for Dataspace Systems | 2008 | SIGMOD | 0.00013519288 |
| 998 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.0001275238 |
| 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 |
| 4,059 | GDR: A System for Guided Data Repair | 2010 | SIGMOD | 6.9330647e-05 |
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|---|---|---|---|---|
| 1 | 3,380 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD |
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| 4 | 998 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB |
| 5 | 2,981 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD |
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| 7 | 9,442 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD |
| 8 | 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |
| 9 | 3,580 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB |
| 10 | 4,059 | GDR: A System for Guided Data Repair | 2010 | SIGMOD |