Constraint-Variance Tolerant Data Repairing
Summary: Introduces theta-tolerant data repair to handle imprecise constraints by allowing limited predicate insertions/deletions (variation ≤ theta). Finds a minimum repair that satisfies at least one constraint variant, via a single-round, sharing-enabled algorithm, showing improved accuracy on real datasets. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shaoxu Song
- 2. Han Zhu
- 3. Jianmin Wang
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,397 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.1386386e-05 |
| 9,354 | GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models | 2024 | SIGMOD | 4.3484715e-05 |
| 10,859 | bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data | 2025 | VLDB | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 268 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00029739054 |
| 556 | Discovering Denial Constraints | 2013 | VLDB | 0.00020214701 |
| 560 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.0002012328 |
| 1,187 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00013432048 |
| 2,163 | Sequential Dependencies | 2009 | VLDB | 9.3956956e-05 |
| 2,571 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD | 8.5157375e-05 |
| 6,582 | SCREEN: Stream Data Cleaning under Speed Constraints | 2015 | SIGMOD | 4.9979977e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,839 | The Cost of Representation by Subset Repairs | 2025 | VLDB | 4.4346105e-05 |
| 2,417 | Combining Quantitative and Logical Data Cleaning | 2016 | VLDB | 8.8502556e-05 |
| 10,026 | Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints | 2026 | SIGMOD | 4.1905499e-05 |
| 268 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00029739054 |
| 2,830 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.0515409e-05 |
| 3,397 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.1386386e-05 |
| 1,160 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.0001358129 |
| 1,625 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB | 0.0001109361 |
| 3,198 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD | 7.4029546e-05 |
| 621 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.00018978331 |