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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
0.00014679058
Overall Rank
695 | 95.35%
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
100 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033951027
323 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00021022156
517 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00016946929
853 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013437314
972 The Data Civilizer System 2017 CIDR 0.00012742827
989 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012638176
1,099 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012008783
1,306 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011076619
1,314 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.000110547
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,721 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.7821782e-05
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
2,053 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.1054597e-05
2,429 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.4657925e-05
2,958 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.7991971e-05
3,205 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.5221127e-05
3,372 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.3488827e-05
3,416 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3046808e-05
3,432 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.288198e-05
3,621 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.1353614e-05
3,833 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 6.9736073e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
4,538 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.5398994e-05
4,653 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4706099e-05
4,849 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.3687416e-05
4,852 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3680596e-05
5,022 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.2989483e-05
5,206 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 6.2160113e-05
5,230 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.2059854e-05
5,303 Fast Approximate Denial Constraint Discovery 2023 VLDB 6.1758652e-05
5,387 Explaining Repaired Data with CFDs 2018 VLDB 6.1374778e-05
5,501 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.0905697e-05
5,585 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 6.0584232e-05
5,658 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0309825e-05
6,156 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.8539963e-05
6,327 Qualitative Data Cleaning 2016 VLDB 5.7945802e-05
6,830 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.6548934e-05
7,320 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.5401823e-05
8,248 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.354459e-05
8,301 The Computation of Optimal Subset Repairs 2020 VLDB 5.3433509e-05
8,352 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.3323688e-05
8,803 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.2598307e-05
9,035 The Cost of Representation by Subset Repairs 2025 VLDB 5.2191717e-05
9,419 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 5.1672232e-05
9,654 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1310198e-05
10,146 Efficient Differential Dependency Discovery 2024 VLDB 5.0597449e-05
10,200 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.0498046e-05
10,508 CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation 2026 SIGMOD 4.9605343e-05
10,592 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,762 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 cited papers.

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