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
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 833 | Guided Data Repair | 2011 | VLDB | 0.00016138432 |
| 2,018 | Statistical Distortion: Consequences of Data Cleaning | 2012 | VLDB | 9.7764643e-05 |
| 2,823 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.0593894e-05 |
| 6,187 | Semi-Supervised Data Cleaning with Raha and Baran | 2021 | CIDR | 5.1656857e-05 |
| 10,821 | Demonstrating Matelda for Multi-Table Error Detection | 2025 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 112 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00047045036 |
| 265 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00029763412 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 691 | AJAX: An Extensible Data Cleaning Tool | 2000 | SIGMOD | 0.00018086135 |
| 2,266 | Estimating the Confidence of Conditional Functional Dependencies | 2009 | SIGMOD | 9.1540815e-05 |
| 5,803 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB | 5.3205861e-05 |
| 7,657 | ALIAS*: An Active Learning led Interactive Deduplication System | 2002 | VLDB | 4.6870537e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,976 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 6.5736462e-05 |
| 8,422 | Deducing Certain Fixes to Graphs | 2019 | VLDB | 4.5167705e-05 |
| 11,837 | QFix: Demonstrating Error Diagnosis in Query Histories | 2016 | SIGMOD | 4.1945683e-05 |
| 9,278 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD | 4.3639892e-05 |
| 10,395 | User-Centric Property Graph Repairs | 2025 | SIGMOD | 4.1945683e-05 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 10,440 | Grafixer: Enabling User-Centric Repairs for Property Graphs | 2025 | SIGMOD | 4.1945683e-05 |
| 9,771 | EasyDR: A Human-in-the-loop Error Detection and Repair Platform for Holistic Table Cleaning | 2022 | VLDB | 4.2856106e-05 |
| 3,396 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.1455126e-05 |
| 833 | Guided Data Repair | 2011 | VLDB | 0.00016138432 |