NADEEF: A Generalized Data Cleaning System

Summary: NADEEF is an extensible, generic data cleaning system with a programmable interface separated from a core engine for flexible rule specification. It enables heterogeneous rule types beyond CFDs/MDs/ETL, interleaved detection and repair, easy deployment, and a data-quality dashboard for custodians. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10765
Venue: VLDB
Year: 2013
Pagerank: 5.9945626e-05
Overall Rank: 6,050 | 58.50%
DOI: 10.14778/2536274.2536280

Incoming Non-self Citations Over Time

Authors

1. Amr Ebaid (Purdue University; Qatar Computing Research Institute)
2. Ahmed Elmagarmid (Qatar Computing Research Institute)
3. Ihab F. Ilyas (Qatar Computing Research Institute)
4. Mourad Ouzzani (Qatar Computing Research Institute)
5. Jorge-Arnulfo Quiane-Ruiz (Qatar Computing Research Institute)
6. Nan Tang (Qatar Computing Research Institute)
7. Si Yin (Qatar Computing Research Institute)

BibTeX Citation

@article{ebaid_vldb13,
        title = {{NADEEF: A Generalized Data Cleaning System}},
        author = {Ebaid, Amr and Elmagarmid, Ahmed and Ilyas, Ihab F. and Ouzzani, Mourad and Quiane-Ruiz, Jorge-Arnulfo and Tang, Nan and Yin, Si},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {12},
        pages = {1218--1229},
        doi = {10.14778/2536274.2536280},
        url = {https://doi.org/10.14778/2536274.2536280},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 12 of 12 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
2,981	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.8960114e-05
3,580	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.2888516e-05
3,611	NADEEF/ER: Generic and Interactive Entity Resolution	2014	SIGMOD	7.2580469e-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
6,544	Properties of Inconsistency Measures for Databases	2021	SIGMOD	5.8461093e-05
9,177	VerifAI: Verified Generative AI	2024	CIDR	5.3078984e-05
9,437	GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models	2024	SIGMOD	5.2687567e-05
9,442	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	5.2677992e-05
9,647	Rock: Cleaning Data by Embedding ML in Logic Rules	2024	SIGMOD	5.2430158e-05
11,048	Demonstrating Matelda for Multi-Table Error Detection	2025	VLDB	5.093636e-05
11,384	LinCQA: Faster Consistent Query Answering with Linear Time Guarantees	2023	SIGMOD	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
94	Potter's Wheel: An Interactive Data Cleaning System	2001	VLDB	0.00034616103
185	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00026231189
714	Guided Data Repair	2011	VLDB	0.00014662041
725	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD	0.00014617251
998	Towards Certain Fixes with Editing Rules and Master Data	2010	VLDB	0.0001275238
2,782	Interaction between Record Matching and Data Repairing	2011	SIGMOD	8.1280264e-05

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	6,392	Qualitative Data Cleaning	2016	VLDB
2	9,442	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD
3	201	Declarative Data Cleaning: Language, Model, and Algorithms	2001	VLDB
4	4,890	Descriptive and Prescriptive Data Cleaning	2014	SIGMOD
5	6,013	Semandaq: A Data Quality System Based on Conditional Functional Dependencies	2008	VLDB
6	11,048	Demonstrating Matelda for Multi-Table Error Detection	2025	VLDB
7	2,398	BigDansing: A System for Big Data Cleansing	2015	SIGMOD
8	647	Discovering Data Quality Rules	2008	VLDB
9	3,611	NADEEF/ER: Generic and Interactive Entity Resolution	2014	SIGMOD
10	725	NADEEF: A Commodity Data Cleaning System	2013	SIGMOD