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Towards Certain Fixes with Editing Rules and Master Data

Summary: Proposes a data-repair framework yielding certain fixes via editing rules, master data, and user-provided regions. Presents criteria to assess fix uniqueness and coverage, and an algorithm to identify minimal regions that guarantee a fix. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
10265
Venue
VLDB
Year
2010
Pagerank
0.0001275238
Overall Rank
998 | 93.16%
DOI
10.14778/1920841.1920867

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{fan_vldb10,
        title = {{Towards Certain Fixes with Editing Rules and Master Data}},
        author = {Fan, Wenfei and Li, Jianzhong and Ma, Shuai and Tang, Nan and Yu, Wenyuan},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {173--184},
        doi = {10.14778/1920841.1920867},
        url = {https://doi.org/10.14778/1920841.1920867},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
661 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.0001519162
714 Guided Data Repair 2011 VLDB 0.00014662041
725 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014617251
800 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013911223
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
2,019 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2983994e-05
2,123 Discovery of Genuine Functional Dependencies from Relational Data with Missing Values 2018 VLDB 9.1372798e-05
2,142 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.0975882e-05
2,782 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.1280264e-05
2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8960114e-05
2,995 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.8750141e-05
3,580 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.2888516e-05
5,167 Enriching Data Imputation with Extensive Similarity Neighbors 2015 VLDB 6.3370748e-05
5,397 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 6.232136e-05
5,518 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.1885722e-05
6,050 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.9945626e-05
6,392 Qualitative Data Cleaning 2016 VLDB 5.8883971e-05
6,403 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 5.8859374e-05
8,105 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 5.4860105e-05
8,225 Deducing Certain Fixes to Graphs 2019 VLDB 5.4624971e-05
9,030 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.3286356e-05
9,285 ZIP: Lazy Imputation during Query Processing 2024 VLDB 5.292293e-05
9,437 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 5.2687567e-05
9,442 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.2677992e-05
9,550 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 5.2528121e-05
9,627 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 5.2434488e-05
9,647 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.2430158e-05
11,262 Enriching Relations with Additional Attributes for ER 2024 VLDB 5.093636e-05
11,424 Splitting Tuples of Mismatched Entities 2023 SIGMOD 5.093636e-05
11,652 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 5.093636e-05
11,733 LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization 2021 VLDB 5.093636e-05
11,975 Staging User Feedback toward Rapid Conflict Resolution in Data Fusion 2017 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049907763
158 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00028199923
185 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026231189
494 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017526549
533 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.0001705859
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015707247
647 Discovering Data Quality Rules 2008 VLDB 0.00015334666
1,033 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00012529852
1,277 Extending Dependencies with Conditions 2007 VLDB 0.00011368191
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,041 Combining Quantitative and Logical Data Cleaning 2016 VLDB
2 1,332 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB
3 4,959 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD
4 4,890 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD
5 9,590 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD
6 533 Improving Data Quality: Consistency and Accuracy 2007 VLDB
7 8,225 Deducing Certain Fixes to Graphs 2019 VLDB
8 9,030 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB
9 2,782 Interaction between Record Matching and Data Repairing 2011 SIGMOD
10 2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD