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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
4735
Venue
SIGMOD
Year
2013
Pagerank
0.00014638349
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 0.00035692958
516 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021194444
705 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017779048
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
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
1,895 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010174634
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,642 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 8.3925184e-05
2,968 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 7.7964476e-05
3,000 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.7447724e-05
3,198 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4029546e-05
3,270 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3013196e-05
3,568 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 6.9588883e-05
3,977 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 6.5670094e-05
4,129 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 6.4208557e-05
4,271 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.2943273e-05
4,462 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.1566477e-05
4,911 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8349225e-05
5,150 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6553571e-05
5,203 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 5.628087e-05
5,387 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 5.5344399e-05
5,454 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 5.4967096e-05
5,520 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 5.4680662e-05
5,594 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 5.416945e-05
5,626 Explaining Repaired Data with CFDs 2018 VLDB 5.4032498e-05
5,671 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3797808e-05
6,188 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.1607275e-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
6,740 Benchmarking Approximate Consistent Query Answering 2021 PODS 4.9401646e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8576683e-05
7,233 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 4.788267e-05
7,769 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 4.6520279e-05
8,014 The Computation of Optimal Subset Repairs 2020 VLDB 4.6020746e-05
8,096 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 4.583522e-05
8,590 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 4.4851741e-05
8,741 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 4.4520434e-05
8,836 Fast Approximate Denial Constraint Discovery 2023 VLDB 4.4350633e-05
8,839 The Cost of Representation by Subset Repairs 2025 VLDB 4.4346105e-05
9,053 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 4.3997447e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
9,748 Efficient Differential Dependency Discovery 2024 VLDB 4.2856385e-05
9,809 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 4.2744056e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.1905499e-05
10,618 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 4.1905499e-05
10,684 Meaningful Data Erasure in the Presence of Dependencies 2025 VLDB 4.1905499e-05
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 4.1905499e-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 0.00047010908
198 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.0003505869
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
656 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00018590675
700 Reasoning about Record Matching Rules 2009 VLDB 0.00017927576
830 Guided Data Repair 2011 VLDB 0.00016125759
1,160 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.0001358129
2,830 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0515409e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
198 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.0003505869
3,000 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.7447724e-05
2,417 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.8502556e-05
9,283 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3598353e-05
621 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018978331
5,810 Semandaq: A Data Quality System Based on Conditional Functional Dependencies 2008 VLDB 5.316886e-05
5,671 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3797808e-05
733 Discovering Data Quality Rules 2008 VLDB 0.00017428132
3,568 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 6.9588883e-05
6,348 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.0969173e-05