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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
0.00013866647
Overall Rank
818 | 94.32%
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
117 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032346273
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018824506
549 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016760472
926 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013229887
978 The Data Civilizer System 2017 CIDR 0.00012931133
1,146 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012062353
1,325 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011254756
1,375 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011088068
1,440 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.0001087544
1,758 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.9011485e-05
2,093 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.2522415e-05
2,252 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.9354147e-05
2,360 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.7662564e-05
2,947 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.9813675e-05
3,297 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.6098083e-05
3,333 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.5717527e-05
3,383 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5298554e-05
3,495 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4378393e-05
3,614 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.3242655e-05
4,008 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 7.0316405e-05
4,411 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.780411e-05
4,539 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.7101516e-05
4,614 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.6696381e-05
4,879 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.5286314e-05
4,892 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.5234004e-05
5,136 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 6.4157175e-05
5,154 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.4064016e-05
5,259 Explaining Repaired Data with CFDs 2018 VLDB 6.3656293e-05
5,386 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 6.3085148e-05
5,662 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.1967364e-05
5,834 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.132242e-05
5,957 NADEEF: A Generalized Data Cleaning System 2013 VLDB 6.0886414e-05
6,416 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.9489632e-05
6,813 Qualitative Data Cleaning 2016 VLDB 5.8246163e-05
7,054 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.7683138e-05
7,847 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 5.6015205e-05
7,863 The Computation of Optimal Subset Repairs 2020 VLDB 5.5982269e-05
8,036 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.5602498e-05
8,511 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.4817393e-05
8,716 The Cost of Representation by Subset Repairs 2025 VLDB 5.4422152e-05
8,717 Fast Approximate Denial Constraint Discovery 2023 VLDB 5.441927e-05
8,783 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.4311509e-05
9,067 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 5.3880466e-05
9,307 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.3493477e-05
9,736 Efficient Differential Dependency Discovery 2024 VLDB 5.2802856e-05
9,830 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.2645956e-05
10,216 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 5.1725247e-05
10,618 Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation 2025 VLDB 5.1725247e-05
10,684 Meaningful Data Erasure in the Presence of Dependencies 2025 VLDB 5.1725247e-05
10,730 UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow 2025 VLDB 5.1725247e-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
93 Potter's Wheel: An Interactive Data Cleaning System 2001 VLDB 0.00034948741
186 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00026517055
200 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00025806865
489 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00017666558
521 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00017199926
544 ERACER: A Database Approach for Statistical Inference and Data Cleaning 2010 SIGMOD 0.00016837417
619 Reasoning about Record Matching Rules 2009 VLDB 0.00015790274
707 Guided Data Repair 2011 VLDB 0.00014887793
992 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00012862128
2,790 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.183645e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
200 Declarative Data Cleaning: Language, Model, and Algorithms 2001 VLDB 0.00025806865
2,360 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.7662564e-05
2,000 Combining Quantitative and Logical Data Cleaning 2016 VLDB 9.4149531e-05
9,307 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.3493477e-05
521 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00017199926
5,925 Semandaq: A Data Quality System Based on Conditional Functional Dependencies 2008 VLDB 6.102267e-05
5,154 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.4064016e-05
647 Discovering Data Quality Rules 2008 VLDB 0.00015507708
3,614 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.3242655e-05
5,957 NADEEF: A Generalized Data Cleaning System 2013 VLDB 6.0886414e-05