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 (Chinese Ministry of Education; Tsinghua University)
- 2. Han Zhu (Chinese Ministry of Education; Tsinghua University)
- 3. Jianmin Wang (Chinese Ministry of Education; Tsinghua University)
BibTeX Citation
@inproceedings{song_sigmod16,
title = {{Constraint-Variance Tolerant Data Repairing}},
author = {Song, Shaoxu and Zhu, Han and Wang, Jianmin},
series = {{SIGMOD} '16},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/2882903.2882955},
url = {https://dl.acm.org/doi/10.1145/2882903.2882955},
year = {2016}
}Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,263 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB | 7.4809771e-05 |
| 9,616 | GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models | 2024 | SIGMOD | 5.1510548e-05 |
| 11,435 | bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data | 2025 | VLDB | 4.9793485e-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 |
|---|---|---|---|---|
| 188 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00025872962 |
| 350 | Discovering Denial Constraints | 2013 | VLDB | 0.00020253521 |
| 500 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017280722 |
| 1,031 | On Generating Near-Optimal Tableaux for Conditional Functional Dependencies | 2008 | VLDB | 0.00012405065 |
| 1,887 | Sequential Dependencies | 2009 | VLDB | 9.4321643e-05 |
| 2,272 | Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation | 2014 | SIGMOD | 8.7121962e-05 |
| 6,306 | SCREEN: Stream Data Cleaning under Speed Constraints | 2015 | SIGMOD | 5.8179005e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,004 | The Cost of Representation by Subset Repairs | 2025 | VLDB |
| 2 | 2,055 | Combining Quantitative and Logical Data Cleaning | 2016 | VLDB |
| 3 | 10,529 | Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints | 2026 | SIGMOD |
| 4 | 188 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD |
| 5 | 2,784 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD |
| 6 | 3,263 | Automatic Data Repair: Are We Ready to Deploy? | 2024 | VLDB |
| 7 | 989 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB |
| 8 | 1,348 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB |
| 9 | 2,964 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD |
| 10 | 526 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |