CerFix: A System for Cleaning Data with Certain Fixes
Summary: CerFix enables certain fixes at data entry via master data, editing rules, and region-based validation. Regions define attribute sets whose validation triggers fixes; region finder, data monitor guiding minimal validation, and auditing with provenance. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Wenfei Fan (Harbin Engineering University; University of Edinburgh)
- 2. Jianzhong Li (Harbin Engineering University)
- 3. Shuai Ma (Beihang University)
- 4. Nan Tang (University of Edinburgh)
- 5. Wenyuan Yu (University of Edinburgh)
BibTeX Citation
@article{fan_vldb11,
title = {{CerFix: A System for Cleaning Data with Certain Fixes}},
author = {Fan, Wenfei and Li, Jianzhong and Ma, Shuai and Tang, Nan and Yu, Wenyuan},
journal = {PVLDB},
series = {{VLDB} '11},
volume = {4},
number = {12},
pages = {1375--1386},
doi = {10.14778/3402755.3402774},
url = {https://doi.org/10.14778/3402755.3402774},
year = {2011}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,570 | Query-Oriented Data Cleaning with Oracles | 2015 | SIGMOD | 8.4061164e-05 |
| 9,437 | GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models | 2024 | SIGMOD | 5.2687567e-05 |
| 11,424 | Splitting Tuples of Mismatched Entities | 2023 | SIGMOD | 5.093636e-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 |
|---|---|---|---|---|
| 185 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00026231189 |
| 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.0001705859 |
| 619 | Reasoning about Record Matching Rules | 2009 | VLDB | 0.00015707247 |
| 714 | Guided Data Repair | 2011 | VLDB | 0.00014662041 |
| 998 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.0001275238 |
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