A Revival of Integrity Constraints for Data Cleaning
Summary: Revival of integrity constraints (data dependencies) as core tools for data cleaning. Tutorial overview of recent advances in constraint-based data cleaning, highlighting methods, challenges, and future directions for data quality in database systems. (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 8 of 8 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 656 | ERACER: A Database Approach for Statistical Inference and Data Cleaning | 2010 | SIGMOD | 0.00018588729 |
| 3,105 | Data X-Ray: A Diagnostic Tool for Data Errors | 2015 | SIGMOD | 7.5568954e-05 |
| 3,976 | UGuide – User-Guided Discovery of FD-Detectable Errors | 2017 | SIGMOD | 6.5736462e-05 |
| 4,499 | Possible and Certain SQL Keys | 2015 | VLDB | 6.1385333e-05 |
| 6,295 | Your notebook is not crumby enough, REPLace it | 2020 | CIDR | 5.1249204e-05 |
| 6,817 | Error Diagnosis and Data Profiling with Data X-Ray | 2015 | VLDB | 4.9171711e-05 |
| 7,926 | CoCo: Interactive Exploration of Conformance Constraints for Data Understanding and Data Cleaning | 2021 | SIGMOD | 4.6144554e-05 |
| 11,837 | QFix: Demonstrating Error Diagnosis in Query Histories | 2016 | SIGMOD | 4.1945683e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 4 of 4 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 49 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00067660624 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 1,401 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00012187775 |
| 5,803 | Semandaq: A Data Quality System Based on Conditional Functional Dependencies | 2008 | VLDB | 5.3205861e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,085 | The Role of Integrity Constraints in Database Interoperation | 1996 | VLDB | 4.3994589e-05 |
| 3,192 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD | 7.4095761e-05 |
| 1,349 | Formal Limits on the Automatic Generation and Maintenance of Integrity Constraints | 1987 | PODS | 0.00012436377 |
| 5,192 | Pattern Functional Dependencies for Data Cleaning | 2020 | VLDB | 5.6375087e-05 |
| 507 | Data Quality and Data Cleaning: An Overview | 2003 | SIGMOD | 0.00021473263 |
| 9,369 | Constraint-Variance Tolerant Data Repairing | 2016 | SIGMOD | 4.3481081e-05 |
| 623 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018996374 |
| 2,283 | Knowledge-based Integrity Constraint Validation | 1986 | VLDB | 9.105984e-05 |
| 1,627 | Data Cleaning: Overview and Emerging Challenges | 2016 | SIGMOD | 0.00011086905 |
| 560 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00020141923 |