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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)

Paper ID
10258
Venue
VLDB
Year
2011
Pagerank
0.00016125759
Overall Rank
830 | 94.24%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 48 of 48 citing papers.

Rank Citing Paper Year Venue Pagerank
788 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016618698
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,354 Northstar: An Interactive Data Science System 2018 VLDB 0.00012424105
1,481 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011715754
1,544 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011438274
1,629 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011073148
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,348 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9903659e-05
2,574 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.5126812e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,000 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.7447724e-05
3,107 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5549177e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
3,767 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7748725e-05
3,977 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5670094e-05
5,026 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 5.7451454e-05
5,031 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.7433161e-05
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
5,626 Explaining Repaired Data with CFDs 2018 VLDB 5.4032498e-05
5,738 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 5.3454984e-05
5,930 ActiveClean: An Interactive Data Cleaning Framework For Modern Machine Learning 2016 SIGMOD 5.2632185e-05
6,279 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 5.1241232e-05
6,348 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.0969173e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
7,647 User Guidance for Efficient Fact Checking 2019 VLDB 4.6844821e-05
7,769 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 4.6520279e-05
7,868 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 4.6276013e-05
8,096 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.583522e-05
8,358 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5324924e-05
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
8,588 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 4.4853244e-05
8,725 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 4.453957e-05
8,875 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 4.426239e-05
9,055 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 4.3997447e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
9,354 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3484715e-05
9,560 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 4.3212967e-05
9,849 Reptile: Aggregation-level Explanations for Hierarchical Data 2022 SIGMOD 4.2680295e-05
10,406 User-Centric Property Graph Repairs 2025 SIGMOD 4.1905499e-05
10,849 Versatile Property Graph Transformations 2025 VLDB 4.1905499e-05
10,859 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.1905499e-05
11,457 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 4.1905499e-05
11,540 LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization 2021 VLDB 4.1905499e-05
11,778 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1905499e-05
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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
112 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00047010908
268 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029739054
560 Dependencies Revisited for Improving Data Quality 2008 PODS 0.0002012328
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
686 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018107664
690 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00018068707
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
1,187 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00013432048
1,405 Extending Dependencies with Conditions 2007 VLDB 0.00012174499
3,690 GDR: A System for Guided Data Repair 2010 SIGMOD 6.8351349e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
3,977 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5670094e-05
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
10,406 User-Centric Property Graph Repairs 2025 SIGMOD 4.1905499e-05
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
3,690 GDR: A System for Guided Data Repair 2010 SIGMOD 6.8351349e-05