Semandaq: A Data Quality System Based on Conditional Functional Dependencies
Summary: Semandaq: a CFD-based data-quality system for relational data, enabling CFD-violation detection and repair. SQL-enabled violation detection, CFD specification interface, visual quality exploration, and CFD-driven cleaning deliver automated repairs with minimal human input. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (AT&T; University of Edinburgh)
- 2. Floris Geerts (University of Edinburgh)
- 3. Xibei Jia (University of Edinburgh)
BibTeX Citation
@article{fan_vldb08,
title = {{Semandaq: A Data Quality System Based on Conditional Functional Dependencies}},
author = {Fan, Wenfei and Geerts, Floris and Jia, Xibei},
journal = {PVLDB},
series = {{VLDB} '08},
volume = {1},
number = {1},
pages = {1460--1463},
doi = {10.14778/1454159.1454200},
url = {https://doi.org/10.14778/1454159.1454200},
year = {2008}
}Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,365 | A Revival of Integrity Constraints for Data Cleaning | 2008 | VLDB | 8.6867205e-05 |
| 4,059 | GDR: A System for Guided Data Repair | 2010 | SIGMOD | 6.9330647e-05 |
| 4,642 | Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux | 2010 | VLDB | 6.5908277e-05 |
| 9,437 | GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models | 2024 | SIGMOD | 5.2687567e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 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 |
| 201 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.00025558602 |
| 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.0001705859 |
| 586 | ConQuer: Efficient Management of Inconsistent Databases | 2005 | SIGMOD | 0.00016124396 |
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