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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
h4d22c1290d2612a2
Venue
SIGMOD
Year
2013
Pagerank
0.00014687805
Overall Rank
697 | 95.32%
DOI
10.1145/2463676.2465327

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{dallachiesa_sigmod13,
        title = {{NADEEF: A Commodity Data Cleaning System}},
        author = {Dallachiesa, Michele and Ebaid, Amr and Eldawy, Ahmed and Elmagarmid, Ahmed and Ilyas, Ihab F. and Ouzzani, Mourad and Tang, Nan},
        series = {{SIGMOD} '13},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2463676.2465327},
        url = {https://dl.acm.org/doi/10.1145/2463676.2465327},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 58 citing papers.

Rank Citing Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033676943
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020867521
530 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016847532
884 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013263269
972 The Data Civilizer System 2017 CIDR 0.00012757732
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
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010951939
1,362 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.00010912749
1,722 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7921604e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-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
2,967 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8016942e-05
3,194 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5469742e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3732195e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3269775e-05
3,421 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.3120636e-05
3,634 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1454896e-05
3,844 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.9845822e-05
4,348 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6438522e-05
4,652 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4828106e-05
4,829 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3887613e-05
4,845 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.3808938e-05
4,863 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.3757278e-05
5,000 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.3194405e-05
5,199 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 6.2309669e-05
5,283 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1963542e-05
5,395 Explaining Repaired Data with CFDs 2018 VLDB 6.1486851e-05
5,571 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 6.0784555e-05
5,574 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0773771e-05
5,645 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0509471e-05
5,956 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.9329823e-05
6,154 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8665355e-05
6,384 Qualitative Data Cleaning 2016 VLDB 5.8039496e-05
6,814 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.6736541e-05
7,302 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.5584215e-05
8,230 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.372223e-05
8,286 The Computation of Optimal Subset Repairs 2020 VLDB 5.361078e-05
8,339 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.3500594e-05
8,785 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.2767488e-05
9,014 The Cost of Representation by Subset Repairs 2025 VLDB 5.2364868e-05
9,393 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 5.1843659e-05
9,626 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1477881e-05
10,110 Efficient Differential Dependency Discovery 2024 VLDB 5.0765311e-05
10,165 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.0664415e-05
10,442 CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation 2026 SIGMOD 4.9769913e-05
10,526 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 4.9769913e-05
10,701 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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