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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
10075
Venue
VLDB
Year
2010
Pagerank
0.0001358129
Overall Rank
1,160 | 91.94%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 37 of 37 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
830 Guided Data Repair 2011 VLDB 0.00016125759
879 Don’t be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes 2013 SIGMOD 0.00015649604
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014638349
1,197 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00013373177
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
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
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
2,576 Discovery of Genuine Functional Dependencies from Relational Data with Missing Values 2018 VLDB 8.509121e-05
2,642 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.3925184e-05
2,830 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0515409e-05
3,142 Time Series Data Cleaning: From Anomaly Detection to Anomaly Repairing 2017 VLDB 7.4905759e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
3,397 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1386386e-05
5,262 Enriching Data Imputation with Extensive Similarity Neighbors 2015 VLDB 5.5961016e-05
5,738 KATARA: Reliable Data Cleaning with Knowledge Bases and Crowdsourcing 2015 VLDB 5.3454984e-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
6,691 Parallel Discrepancy Detection and Incremental Detection 2021 VLDB 4.9573939e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
8,008 Online Topic-Aware Entity Resolution Over Incomplete Data Streams 2021 SIGMOD 4.6037276e-05
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
8,875 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 4.426239e-05
9,247 ZIP: Lazy Imputation during Query Processing 2024 VLDB 4.3648789e-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
9,439 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 4.3389137e-05
9,481 Data Imputation with Limited Data Redundancy Using Data Lakes 2025 VLDB 4.3300131e-05
9,489 Making It Tractable to Catch Duplicates and Conflicts in Graphs 2023 SIGMOD 4.3300131e-05
11,057 Enriching Relations with Additional Attributes for ER 2024 VLDB 4.1905499e-05
11,225 Splitting Tuples of Mismatched Entities 2023 SIGMOD 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 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
49 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00067607389
155 Robust and Efficient Fuzzy Match for Online Data Cleaning 2003 SIGMOD 0.00040666376
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
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
733 Discovering Data Quality Rules 2008 VLDB 0.00017428132
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
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
2,417 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.8502556e-05
1,625 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.0001109361
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
5,671 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3797808e-05
9,380 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 4.3439402e-05
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
8,363 Deducing Certain Fixes to Graphs 2019 VLDB 4.5311185e-05
8,875 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 4.426239e-05
2,830 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0515409e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05