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Towards Dependable Data Repairing with Fixing Rules

Summary: Fixing rules for dependable data repair: evidence patterns, negative patterns, and a fact value deterministically locate and fix errors. Analyzes complexity, offers consistency checks, and provides repair algorithms with empirical gains over prior automated cleaners on real and synthetic data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4865
Venue
SIGMOD
Year
2014
Pagerank
7.4095761e-05
Overall Rank
3,192 | 77.80%
DOI
10.1145/2588555.2610494

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 17 of 17 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
1,337 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012497164
1,546 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011446851
1,612 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011142794
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
2,349 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 8.9876423e-05
2,638 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.399764e-05
2,946 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.8372441e-05
5,192 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.6375087e-05
5,253 Enriching Data Imputation with Extensive Similarity Neighbors 2015 VLDB 5.6014916e-05
5,618 Explaining Repaired Data with CFDs 2018 VLDB 5.4079415e-05
6,280 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 5.1290457e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8619024e-05
9,077 VerifAI: Verified Generative AI 2024 CIDR 4.4010762e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
10,019 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.1945683e-05
10,610 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 16 of 16 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 0.00067660624
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
656 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00018588729
702 Reasoning about Record Matching Rules 2009 VLDB 0.00017918203
833 Guided Data Repair 2011 VLDB 0.00016138432
1,012 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.0001464733
1,159 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00013592813
1,401 Extending Dependencies with Conditions 2007 VLDB 0.00012187775
1,624 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011099222
2,823 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0593894e-05
3,230 Learning Semantic String Transformations from Examples 2012 VLDB 7.339123e-05
3,360 Modeling and Querying Possible Repairs in Duplicate Detection 2009 VLDB 7.1742067e-05
6,350 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.101815e-05
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623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
2,823 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0593894e-05
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