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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
h6ca8495ae9f504fa
Venue
SIGMOD
Year
2014
Pagerank
7.8016942e-05
Overall Rank
2,967 | 80.06%
DOI
10.1145/2588555.2610494

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{wang_sigmod14,
        title = {{Towards Dependable Data Repairing with Fixing Rules}},
        author = {Wang, Jiannan and Tang, Nan},
        series = {{SIGMOD} '14},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2588555.2610494},
        url = {https://dl.acm.org/doi/10.1145/2588555.2610494},
        year = {2014}
}

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
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
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2348951e-05
2,054 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.1158071e-05
2,424 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.483813e-05
4,845 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.3808938e-05
5,281 Enriching Data Imputation with Extensive Similarity Neighbors 2015 VLDB 6.1970284e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
5,645 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0509471e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
9,320 VerifAI: Verified Generative AI 2024 CIDR 5.1941278e-05
9,626 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1477881e-05
10,537 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.9769913e-05
10,814 Document-to-Database: Extraction Meets Relational Semantics 2026 VLDB 4.9769913e-05
11,278 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.9769913e-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
33 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00049326063
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
548 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016572863
618 Reasoning about Record Matching Rules 2009 VLDB 0.0001553004
697 NADEEF: A Commodity Data Cleaning System 2013 SIGMOD 0.00014687805
716 Guided Data Repair 2011 VLDB 0.00014546968
989 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012647631
1,291 Extending Dependencies with Conditions 2007 VLDB 0.00011150915
1,348 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00010942213
2,784 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0147123e-05
3,426 Modeling and Querying Possible Repairs in Duplicate Detection 2009 VLDB 7.3053186e-05
3,587 Learning Semantic String Transformations from Examples 2012 VLDB 7.1847226e-05
6,154 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8665355e-05
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