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
- 2. Nan Tang
- 3. Mourad Ouzzani
- 4. Yang Cao
- 5. Michael Stonebraker
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,096 | Auto-Transform: Learning-to-Transform by Patterns | 2020 | VLDB | 5.7011825e-05 |
| 5,192 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 5.6375087e-05 |
| 7,838 | Auto-Validate: Unsupervised Data Validation Using Data-Domain Patterns Inferred from Data Lakes | 2021 | SIGMOD | 4.6377995e-05 |
| 7,926 | CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning | 2021 | SIGMOD | 4.6144554e-05 |
| 9,698 | ExTuNe: Explaining Tuple Non-conformance | 2020 | SIGMOD | 4.3022295e-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 |
|---|---|---|---|---|
| 2,506 | Auto-Detect: Data-Driven Error Detection in Tables | 2018 | SIGMOD | 8.6335464e-05 |
| 2,946 | BigDansing: A System for Big Data Cleansing | 2015 | SIGMOD | 7.8372441e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
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| 10,540 | Discovering Approximate Inclusion Dependencies | 2025 | VLDB | 4.1945683e-05 |
| 702 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00017918203 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014459715 |
| 10,587 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB | 4.1945683e-05 |
| 11,546 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1945683e-05 |
| 3,976 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 6.5736462e-05 |
| 732 | Discovering Data Quality Rules | 2008 | VLDB | 0.00017465093 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 5,192 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 5.6375087e-05 |