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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
0.00014694048
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 0.00033690989
329 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00020858443
530 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016855162
883 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013268059
972 The Data Civilizer System 2017 CIDR 0.00012763234
1,043 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012335114
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012037058
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010968223
1,344 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00010956518
1,361 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.00010917917
1,720 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7965659e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.59842e-05
2,051 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.1199511e-05
2,423 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.4877894e-05
2,964 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8052551e-05
3,193 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5505481e-05
3,360 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3767115e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3304477e-05
3,422 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.3138834e-05
3,634 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1482079e-05
3,843 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.987246e-05
4,347 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6469984e-05
4,650 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4858157e-05
4,827 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3917868e-05
4,843 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.3839159e-05
4,861 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.3787474e-05
4,998 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.3207886e-05
5,198 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 6.2338998e-05
5,280 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1992888e-05
5,388 Explaining Repaired Data with CFDs 2018 VLDB 6.151535e-05
5,569 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 6.0813343e-05
5,572 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0802555e-05
5,643 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0538129e-05
5,954 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.9357922e-05
6,152 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8693135e-05
6,381 Qualitative Data Cleaning 2016 VLDB 5.8066959e-05
6,808 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.6763412e-05
7,298 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.561054e-05
8,224 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.3747673e-05
8,280 The Computation of Optimal Subset Repairs 2020 VLDB 5.363617e-05
8,335 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.3525933e-05
8,777 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.2792451e-05
9,004 The Cost of Representation by Subset Repairs 2025 VLDB 5.2389669e-05
9,384 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 5.1868213e-05
9,619 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1502244e-05
10,106 Efficient Differential Dependency Discovery 2024 VLDB 5.0789354e-05
10,161 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.0688288e-05
10,430 CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation 2026 SIGMOD 4.9793485e-05
10,515 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 4.9793485e-05
10,691 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

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