ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies
Summary: PFDs fuse patterns with integrity constraints to model partial-value dependencies across attributes, extending FDs. ANMAT automates PFD discovery on dirty data and flags errors via PFD violations, catching issues missed by existing approaches. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Abdulhakim Qahtan (Hamad Bin Khalifa University; Qatar Computing Research Institute)
- 2. Nan Tang (Hamad Bin Khalifa University; Qatar Computing Research Institute)
- 3. Mourad Ouzzani (Hamad Bin Khalifa University; Qatar Computing Research Institute)
- 4. Yang Cao (University of Edinburgh)
- 5. Michael Stonebraker (Massachusetts Institute of Technology)
BibTeX Citation
@inproceedings{qahtan_sigmod19,
title = {{ANMAT: Automatic Knowledge Discovery and Error Detection through Pattern Functional Dependencies}},
author = {Qahtan, Abdulhakim and Tang, Nan and Ouzzani, Mourad and Cao, Yang and Stonebraker, Michael},
series = {{SIGMOD} '19},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3299869.3320209},
url = {https://dl.acm.org/doi/10.1145/3299869.3320209},
year = {2019}
}
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 4,412 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB | 6.7168614e-05 |
| 4,757 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 6.5220005e-05 |
| 7,690 | Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes | 2021 | SIGMOD | 5.5669307e-05 |
| 7,749 | CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning | 2021 | SIGMOD | 5.5525665e-05 |
| 9,831 | ExTuNe: Explaining Tuple Non-conformance | 2020 | SIGMOD | 5.2125702e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,398 | BigDansing: A System for Big Data Cleansing | 2015 | SIGMOD | 8.631172e-05 |
| 3,147 | Auto-Detect: Data-Driven Error Detection in Tables | 2018 | SIGMOD | 7.7077175e-05 |
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