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)
Incoming Non-self Citations Over Time
Authors
- 1. Michele Dallachiesa (University of Trento)
- 2. Amr Ebaid (Purdue University)
- 3. Ahmed Eldawy (University of Minnesota)
- 4. Ahmed Elmagarmid (Qatar Computing Research Institute)
- 5. Ihab F. Ilyas (Qatar Computing Research Institute)
- 6. Mourad Ouzzani (Qatar Computing Research Institute)
- 7. Nan Tang (Qatar Computing Research Institute)
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 8 of 58 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,875 | Document-to-Database: Extraction Meets Relational Semantics | 2026 | VLDB | 4.9605343e-05 |
| 10,902 | PrepBench: How Far Are We from Natural-Language-Driven Data Preparation? | 2026 | VLDB | 4.9605343e-05 |
| 11,334 | Weak-to-Strong Prompts with Lightweight-to-Powerful LLMs for High-Accuracy, Low-Cost, and Explainable Data Transformation | 2025 | VLDB | 4.9605343e-05 |
| 11,378 | Meaningful Data Erasure in the Presence of Dependencies | 2025 | VLDB | 4.9605343e-05 |
| 11,413 | UniClean: A Scalable Data Cleaning Solution for Mixed Errors based on Unified Cleaners and Optimized Cleaning Workflow | 2025 | VLDB | 4.9605343e-05 |
| 11,781 | Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet | 2023 | SIGMOD | 4.9605343e-05 |
| 12,226 | IHCS: An Integrated Hybrid Cleaning System | 2019 | VLDB | 4.9605343e-05 |
| 12,386 | BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems | 2016 | SIGMOD | 4.9605343e-05 |
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 |
|---|---|---|---|---|
| 95 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00034319763 |
| 190 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00025812169 |
| 206 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.00025121652 |
| 502 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017239652 |
| 527 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00016859013 |
| 544 | ERACER: A Database Approach for Statistical Inference and Data Cleaning | 2010 | SIGMOD | 0.00016584014 |
| 619 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00015503747 |
| 717 | Guided Data Repair | 2011 | VLDB | 0.00014531658 |
| 988 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.00012643318 |
| 2,785 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 7.9995952e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 206 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB |
| 2 | 2,429 | BigDansing: A System for Big Data Cleansing | 2015 | SIGMOD |
| 3 | 2,056 | Combining Quantitative and Logical Data Cleaning | 2016 | VLDB |
| 4 | 9,654 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD |
| 5 | 527 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |
| 6 | 6,152 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB |
| 7 | 5,022 | Descriptive and Prescriptive Data Cleaning | 2014 | SIGMOD |
| 8 | 653 | Discovering Data Quality Rules | 2008 | VLDB |
| 9 | 3,621 | NADEEF/ER: Generic and Interactive Entity Resolution | 2014 | SIGMOD |
| 10 | 6,156 | NADEEF: A Generalized Data Cleaning System | 2013 | VLDB |