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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
10257
Venue
VLDB
Year
2011
Pagerank
0.00016138432
Overall Rank
833 | 94.21%
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
791 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00016629664
881 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015661103
939 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015187344
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.0001464733
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013390321
1,350 Northstar: An Interactive Data Science System 2018 VLDB 0.00012431059
1,482 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011725533
1,546 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011446851
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
1,894 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.0001018378
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-05
2,349 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9876423e-05
2,566 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.5243847e-05
2,946 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.8372441e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7985097e-05
3,105 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5568954e-05
3,192 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4095761e-05
3,773 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 6.7758649e-05
3,976 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5736462e-05
5,028 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 5.7506746e-05
5,032 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 5.748807e-05
5,445 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.5020909e-05
5,618 Explaining Repaired Data with CFDs 2018 VLDB 5.4079415e-05
5,729 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 5.3506368e-05
5,929 ActiveClean: An Interactive Data Cleaning Framework For Modern Machine Learning 2016 SIGMOD 5.2682177e-05
6,280 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 5.1290457e-05
6,350 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.101815e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8619024e-05
7,648 User Guidance for Efficient Fact Checking 2019 VLDB 4.6889787e-05
7,766 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 4.6564959e-05
7,867 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 4.6320452e-05
8,092 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.587921e-05
8,362 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 4.5366717e-05
8,422 Deducing Certain Fixes to Graphs 2019 VLDB 4.5167705e-05
8,590 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 4.4896282e-05
8,729 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 4.4582221e-05
8,875 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 4.430475e-05
9,056 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 4.4039656e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
9,348 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3526427e-05
9,560 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 4.3254416e-05
9,849 Reptile: Aggregation-level Explanations for Hierarchical Data 2022 SIGMOD 4.2721228e-05
10,395 User-Centric Property Graph Repairs 2025 SIGMOD 4.1945683e-05
10,845 Versatile Property Graph Transformations 2025 VLDB 4.1945683e-05
10,855 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.1945683e-05
11,454 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 4.1945683e-05
11,536 LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization 2021 VLDB 4.1945683e-05
11,770 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.1945683e-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 0.00047045036
265 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029763412
560 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00020141923
623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
691 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00018086135
692 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00018083948
702 Reasoning about Record Matching Rules 2009 VLDB 0.00017918203
1,159 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00013592813
1,188 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00013441729
1,401 Extending Dependencies with Conditions 2007 VLDB 0.00012187775
3,713 GDR: A System for Guided Data Repair 2010 SIGMOD 6.8224341e-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
5,445 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.5020909e-05
10,395 User-Centric Property Graph Repairs 2025 SIGMOD 4.1945683e-05
1,159 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00013592813
3,192 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4095761e-05
881 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015661103
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
3,396 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1455126e-05
3,713 GDR: A System for Guided Data Repair 2010 SIGMOD 6.8224341e-05