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A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification

Summary: Cost-based model for repairing constraints by value modification, enabling record-linkage–style search for low-cost fixes. NP-complete in database size; two equivalence-class–based greedy heuristics with cubic-time baselines and duplicate-record detection optimizations, yielding scalable repairs with little quality loss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3693
Venue
SIGMOD
Year
2005
Pagerank
0.00026231189
Overall Rank
185 | 98.74%
DOI
10.1145/1066157.1066175

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{bohannon_sigmod05,
        title = {{A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification}},
        author = {Bohannon, Philip and Fan, Wenfei and Flaster, Michael and Rastogi, Rajeev},
        series = {{SIGMOD} '05},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/1066157.1066175},
        url = {https://dl.acm.org/doi/10.1145/1066157.1066175},
        year = {2005}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 74 citing papers.

Rank Citing Paper Year Venue Pagerank
8,008 Efficient Recovery of Missing Events 2013 VLDB 5.5077375e-05
8,058 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.4981306e-05
8,103 The Computation of Optimal Subset Repairs 2020 VLDB 5.4867244e-05
8,225 Deducing Certain Fixes to Graphs 2019 VLDB 5.4624971e-05
9,030 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.3286356e-05
9,199 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 5.3058708e-05
9,206 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 5.3058708e-05
9,442 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.2677992e-05
9,590 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 5.2520062e-05
9,647 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.2430158e-05
9,699 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.2351259e-05
9,923 Efficient Differential Dependency Discovery 2024 VLDB 5.1955087e-05
10,303 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 5.093636e-05
10,372 From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies 2026 SIGMOD 5.093636e-05
10,429 Analyzing Deviations from Monotonic Trends through Database Repair 2026 SIGMOD 5.093636e-05
10,500 SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning 2026 SIGMOD 5.093636e-05
10,502 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 5.093636e-05
10,523 Repairing Property Graphs under PG-Constraints 2026 VLDB 5.093636e-05
10,784 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 5.093636e-05
11,079 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 5.093636e-05
11,652 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 5.093636e-05
12,042 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 5.093636e-05
12,081 Cleaning Timestamps with Temporal Constraints 2016 VLDB 5.093636e-05
12,210 Certain Query Answering in Partially Consistent Databases 2014 VLDB 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

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