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
- 2. Floris Geerts
- 3. Xibei Jia
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,379 | A Revival of Integrity Constraints for Data Cleaning | 2008 | VLDB | 8.9392633e-05 |
| 3,713 | GDR: A System for Guided Data Repair | 2010 | SIGMOD | 6.8224341e-05 |
| 4,929 | Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux | 2010 | VLDB | 5.8217296e-05 |
| 9,348 | GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models | 2024 | SIGMOD | 4.3526427e-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 |
|---|---|---|---|---|
| 112 | Potter's Wheel: An Interactive Data Cleaning System | 2001 | VLDB | 0.00047045036 |
| 199 | Declarative Data Cleaning: Language, Model, and Algorithms | 2001 | VLDB | 0.00035041015 |
| 265 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00029763412 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 678 | ConQuer: Efficient Management of Inconsistent Databases | 2005 | SIGMOD | 0.00018253213 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,837 | QFix: Demonstrating Error Diagnosis in Query Histories | 2016 | SIGMOD | 4.1945683e-05 |
| 11,546 | Making DBMSes Dependency-Aware | 2020 | CIDR | 4.1945683e-05 |
| 10,512 | Auto-Test: Learning Semantic-Domain Constraints for Unsupervised Error Detection in Tables | 2025 | SIGMOD | 4.1945683e-05 |
| 4,929 | Data Auditor: Exploring Data Quality and Semantics using Pattern Tableaux | 2010 | VLDB | 5.8217296e-05 |
| 894 | A Hybrid Approach to Functional Dependency Discovery | 2016 | SIGMOD | 0.00015556428 |
| 2,574 | Discovery of Genuine Functional Dependencies from Relational Data with Missing Values | 2018 | VLDB | 8.5173637e-05 |
| 560 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00020141923 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 1,012 | NADEEF: A Commodity Data Cleaning System | 2013 | SIGMOD | 0.0001464733 |
| 732 | Discovering Data Quality Rules | 2008 | VLDB | 0.00017465093 |