GDR: A System for Guided Data Repair
Summary: Demo of GDR, a Guided Data Repair system blending interactive user input with automated repairs to boost data quality. Repairs scored with decision-theoretic and active-learning metrics, ranked for quick user review; feedback trains a model to eventually replace the user in validity decisions. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Mohamed Yakout (Purdue University)
- 2. Ahmed K. Elmagarmid (Purdue University)
- 3. Jennifer Neville (Purdue University)
- 4. Mourad Ouzzani (Purdue University)
BibTeX Citation
@inproceedings{yakout_sigmod10,
title = {{GDR: A System for Guided Data Repair}},
author = {Yakout, Mohamed and Elmagarmid, Ahmed K. and Neville, Jennifer and Ouzzani, Mourad},
series = {{SIGMOD} '10},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1807167.1807325},
url = {https://dl.acm.org/doi/10.1145/1807167.1807325},
year = {2010}
}Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 716 | Guided Data Repair | 2011 | VLDB | 0.00014553463 |
| 1,914 | Statistical Distortion: Consequences of Data Cleaning | 2012 | VLDB | 9.3878613e-05 |
| 2,784 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.018482e-05 |
| 5,954 | Semi-Supervised Data Cleaning with Raha and Baran | 2021 | CIDR | 5.9357922e-05 |
| 11,411 | Demonstrating Matelda for Multi-Table Error Detection | 2025 | VLDB | 4.9793485e-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 | 0.00034382643 |
| 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 |
| 763 | AJAX: An Extensible Data Cleaning Tool | 2000 | SIGMOD | 0.00014140127 |
| 2,904 | Estimating the Confidence of Conditional Functional Dependencies | 2009 | SIGMOD | 7.8801067e-05 |
| 6,135 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB | 5.8761214e-05 |
| 8,314 | ALIAS*: An Active Learning led Interactive Deduplication System | 2002 | VLDB | 5.3566677e-05 |
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