DBScholar

Back to papers

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
4796
Venue
SIGMOD
Year
2013
Pagerank
0.00014617251
Overall Rank
725 | 95.03%
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 56 citing papers.

Rank Citing Paper Year Venue Pagerank
112 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00032801121
420 Can Foundation Models Wrangle Your Data? 2023 VLDB 0.00018789852
529 Magellan: Toward Building Entity Matching Management Systems 2016 VLDB 0.00017096361
946 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00013054126
963 The Data Civilizer System 2017 CIDR 0.00012935145
1,101 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00012168934
1,323 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011152602
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,399 Computing Optimal Repairs for Functional Dependencies 2018 PODS 0.00010893312
1,476 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010659277
1,736 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.8984415e-05
2,142 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.0975882e-05
2,297 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 8.7897221e-05
2,398 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.631172e-05
2,981 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8960114e-05
3,351 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.4937347e-05
3,361 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 7.4872032e-05
3,380 UGuide – User-Guided Discovery of FD-Detectable Errors 2017 SIGMOD 7.457539e-05
3,441 A Statistical Perspective on Discovering Functional Dependencies in Noisy Data 2020 SIGMOD 7.4138323e-05
3,611 NADEEF/ER: Generic and Interactive Entity Resolution 2014 SIGMOD 7.2580469e-05
3,883 Magellan: Toward Building Entity Matching Management Systems over Data Science Stacks 2016 VLDB 7.0487615e-05
4,488 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.668457e-05
4,598 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.6127851e-05
4,750 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 6.5247192e-05
4,757 Pattern Functional Dependencies for Data Cleaning 2020 VLDB 6.5220005e-05
4,890 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.4590072e-05
4,959 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.4283324e-05
5,204 QuERy: A Framework for Integrating Entity Resolution with Query Processing 2016 VLDB 6.3187983e-05
5,312 Explaining Repaired Data with CFDs 2018 VLDB 6.2698779e-05
5,435 Exploring Change – A New Dimension of Data Analytics 2019 VLDB 6.2207492e-05
5,518 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.1885722e-05
5,835 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.0720263e-05
6,050 NADEEF: A Generalized Data Cleaning System 2013 VLDB 5.9945626e-05
6,392 Qualitative Data Cleaning 2016 VLDB 5.8883971e-05
6,674 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.8066263e-05
7,179 CleanM: An Optimizable Query Language for Unified Scale-Out Data Cleaning 2017 VLDB 5.6802479e-05
7,232 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 5.6659017e-05
7,982 Fast Approximate Denial Constraint Discovery 2023 VLDB 5.5138609e-05
8,058 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.4981306e-05
8,103 The Computation of Optimal Subset Repairs 2020 VLDB 5.4867244e-05
8,160 ICARUS: Minimizing Human Effort in Iterative Data Completion 2018 VLDB 5.4754476e-05
8,620 Wisteria: Nurturing Scalable Data Cleaning Infrastructure 2015 VLDB 5.3991092e-05
8,838 The Cost of Representation by Subset Repairs 2025 VLDB 5.3592132e-05
9,204 Selecting Data to Clean for Fact Checking: Minimizing Uncertainty vs. Maximizing Surprise 2019 VLDB 5.3058708e-05
9,442 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.2677992e-05
9,923 Efficient Differential Dependency Discovery 2024 VLDB 5.1955087e-05
9,983 Rheem: Enabling Multi-Platform Task Execution 2016 SIGMOD 5.1844786e-05
10,214 CoShap: A Scalable Coalition Growth Approach to Shapley Value Approximation 2026 SIGMOD 5.093636e-05
10,303 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,505 The Case For Language Model Approximated LIKE Predicate 2026 SIGMOD 5.093636e-05
Previous Page 1 / 2 Next

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.

Previous Page 1 / 1 Next

Semantically Similar Papers