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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
hc9da821d53adcb6a
Venue
VLDB
Year
2011
Pagerank
0.00014546968
Overall Rank
716 | 95.19%
DOI
10.14778/1952376.1952378

Incoming Non-self Citations Over Time

Authors

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.

Rank Citing Paper Year Venue Pagerank
483 ActiveClean: Interactive Data Cleaning For Statistical Modeling 2016 VLDB 0.00017584249
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015476813
652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015114401
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014687805
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014108234
1,044 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012329478
1,098 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012031983
1,308 Automating Large-Scale Data Quality Verification 2018 VLDB 0.00011073863
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,408 Northstar: An Interactive Data Science System 2018 VLDB 0.00010738859
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2348951e-05
2,424 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.483813e-05
2,614 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.2221507e-05
2,687 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1271333e-05
2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8016942e-05
3,308 Cleaning Crowdsourced Labels Using Oracles for Statistical Classification 2019 VLDB 7.4379101e-05
3,421 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.3120636e-05
4,829 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3887613e-05
4,955 Adaptive Data Augmentation for Supervised Learning over Missing Data 2021 VLDB 6.3386868e-05
5,030 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB 6.3047041e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
5,515 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 6.0962265e-05
5,574 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0773771e-05
5,645 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0509471e-05
5,882 ActiveClean: An Interactive Data Cleaning Framework For Modern Machine Learning 2016 SIGMOD 5.9560519e-05
6,154 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8665355e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
7,765 User Guidance for Efficient Fact Checking 2019 VLDB 5.4558382e-05
7,880 Learning Over Dirty Data Without Cleaning 2020 SIGMOD 5.4330096e-05
8,339 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.3500594e-05
8,403 Deducing Certain Fixes to Graphs 2019 VLDB 5.3374114e-05
8,524 Minimizing Efforts in Validating Crowd Answers 2015 SIGMOD 5.3218497e-05
8,590 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.3067446e-05
8,764 Exploratory Training: When Annotators Learn About Data 2023 SIGMOD 5.2815275e-05
9,187 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.2099641e-05
9,394 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 5.1843659e-05
9,623 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.1486163e-05
9,626 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1477881e-05
9,881 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.115241e-05
10,191 Reptile: Aggregation-level Explanations for Hierarchical Data 2022 SIGMOD 5.0628015e-05
11,130 User-Centric Property Graph Repairs 2025 SIGMOD 4.9769913e-05
11,434 Versatile Property Graph Transformations 2025 VLDB 4.9769913e-05
11,441 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.9769913e-05
11,965 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 4.9769913e-05
12,042 LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization 2021 VLDB 4.9769913e-05
12,279 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 4.9769913e-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
95 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034367518
188 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00025861123
501 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017273167
526 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00016879
618 Reasoning about Record Matching Rules 2009 VLDB 0.0001553004
763 AJAX: An Extensible Data Cleaning Tool 2000 SIGMOD 0.00014133678
888 Pay-as-you-go User Feedback for Dataspace Systems 2008 SIGMOD 0.00013250185
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,031 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012399252
1,291 Extending Dependencies with Conditions 2007 VLDB 0.00011150915
4,127 GDR: A System for Guided Data Repair 2010 SIGMOD 6.7886034e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 3,421 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD
2 4,829 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD
3 11,130 User-Centric Property Graph Repairs 2025 SIGMOD
4 989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB
5 2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD
6 652 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD
7 9,626 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD
8 526 Improving Data Quality: Consistency and Accuracy 2007 VLDB
9 3,264 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB
10 4,127 GDR: A System for Guided Data Repair 2010 SIGMOD