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NADEEF: A Commodity Data Cleaning System

Summary: NADEEF: commodity end-to-end data cleaning platform with a programmable rule interface and a core for detection and repair. Extends beyond CFDs/MDs/ETL; core cleans holistically with two repair-algorithm implementations; validated on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
4734
Venue
SIGMOD
Year
2013
Pagerank
0.0001464733
Overall Rank
1,012 | 92.97%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 53 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
517 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021169035
712 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017732426
1,277 The Data Civilizer System 2017 CIDR 0.00012879695
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
1,894 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.0001018378
2,184 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.3429789e-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
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7985097e-05
3,192 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4095761e-05
3,265 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3083672e-05
3,582 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 6.9479263e-05
3,976 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5736462e-05
4,127 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 6.4310458e-05
4,273 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.3003864e-05
4,464 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1606042e-05
4,904 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8399195e-05
5,153 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6607963e-05
5,192 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.6375087e-05
5,382 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 5.5397633e-05
5,445 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.5020909e-05
5,506 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 5.473324e-05
5,586 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 5.4219548e-05
5,618 Explaining Repaired Data with CFDs 2018 VLDB 5.4079415e-05
5,660 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3847321e-05
6,187 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.1656857e-05
6,280 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 5.1290457e-05
6,350 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.101815e-05
6,739 Benchmarking Approximate Consistent Query Answering 2021 PODS 4.9449088e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8619024e-05
7,237 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 4.7928651e-05
7,605 The Computation of Optimal Subset Repairs 2020 VLDB 4.697534e-05
7,766 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 4.6564959e-05
8,092 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.587921e-05
8,593 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 4.4891474e-05
8,745 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 4.456315e-05
8,836 Fast Approximate Denial Constraint Discovery 2023 VLDB 4.4393184e-05
8,840 The Cost of Representation by Subset Repairs 2025 VLDB 4.4388652e-05
9,054 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 4.4039656e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
9,749 Efficient Differential Dependency Discovery 2024 VLDB 4.2897489e-05
9,810 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 4.278405e-05
10,216 The Case For Language Model Approximated LIKE Predicate 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
10,676 Meaningful Data Erasure in the Presence of Dependencies 2025 VLDB 4.1945683e-05
10,723 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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

Rank Cited Paper Year Venue Pagerank
112 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00047045036
199 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00035041015
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
1,159 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00013592813
2,823 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0593894e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
199 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00035041015
2,946 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.8372441e-05
2,460 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.7617484e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
5,803 Semandaq: A Data Quality System Based on Conditional Functional Dependencies 2008 VLDB 5.3205861e-05
5,660 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3847321e-05
732 Discovering Data Quality Rules 2008 VLDB 0.00017465093
3,582 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 6.9479263e-05
6,350 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.101815e-05