FDepHunter: Harnessing Negative Examples to Expose Fakes and Reveal Ghosts
Summary: FDepHunter augments an Armstrong relation with realistic synthetic negative examples to expose coincidental (fake) FDs. Human experts validate positive examples to reveal ghost FDs masked by outliers and iteratively refine the dependency set. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Authors
- 1. Pavel Koupil
- 2. Jáchym Bártík
- 3. Stefan Klessinger
- 4. André Conrad
- 5. Stefanie Scherzinger
Incoming Citations (Sorted by Pagerank)
Showing 0 of 0 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 555 | Discovering Denial Constraints | 2013 | VLDB | 0.00020254908 |
| 732 | Discovering Data Quality Rules | 2008 | VLDB | 0.00017465093 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014459715 |
| 1,908 | Information-Theoretic Tools for Mining Database Structure from Large Data Sets | 2004 | SIGMOD | 0.00010126101 |
| 2,574 | Discovery of Genuine Functional Dependencies from Relational Data with Missing Values | 2018 | VLDB | 8.5173637e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,624 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB | 0.00011099222 |
| 5,192 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 5.6375087e-05 |
| 11,546 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1945683e-05 |
| 9,646 | Discovering Functional Dependencies through Hitting Set Enumeration | 2024 | SIGMOD | 4.3109001e-05 |
| 10,587 | Efficient Discovery of Relaxed Functional Dependencies | 2025 | VLDB | 4.1945683e-05 |
| 1,047 | Functional Dependency Discovery: An Experimental Evaluation of Seven Algorithms | 2015 | VLDB | 0.00014459715 |
| 732 | Discovering Data Quality Rules | 2008 | VLDB | 0.00017465093 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 3,976 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 6.5736462e-05 |
| 2,574 | Discovery of Genuine Functional Dependencies from Relational Data with Missing Values | 2018 | VLDB | 8.5173637e-05 |