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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
h7b1b9817c619b121
Venue
SIGMOD
Year
2005
Pagerank
0.00025812169
Overall Rank
190 | 98.73%
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
7,892 Rock: Cleaning Data by Embedding ML in Logic Rules 2024 SIGMOD 5.4156936e-05
8,190 Efficient Recovery of Missing Events 2013 VLDB 5.3649295e-05
8,248 Sparcle: Boosting the Accuracy of Data Cleaning Systems through Spatial Awareness 2024 VLDB 5.354459e-05
8,301 The Computation of Optimal Subset Repairs 2020 VLDB 5.3433509e-05
8,420 Deducing Certain Fixes to Graphs 2019 VLDB 5.3198062e-05
9,209 CerFix: A System for Cleaning Data with Certain Fixes 2011 VLDB 5.1933141e-05
9,414 On Repairing Timestamps for Regular Interval Time Series 2022 VLDB 5.1672232e-05
9,420 A Data Quality Metric (DQM): How to Estimate the Number of Undetected Errors in Data Sets 2017 VLDB 5.1672232e-05
9,654 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 5.1310198e-05
9,733 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 5.1196037e-05
9,914 MTSClean: Efficient Constraint-based Cleaning for Multi-Dimensional Time Series Data 2024 VLDB 5.0983269e-05
10,146 Efficient Differential Dependency Discovery 2024 VLDB 5.0597449e-05
10,592 Understanding the Impact of Data Noise in Federated Learning: [Experiments & Analysis] 2026 SIGMOD 4.9605343e-05
10,644 From Suspicious Errors to Valid Data: On Repairing Spatio-Temporal Data via Spatial and Temporal Dependencies 2026 SIGMOD 4.9605343e-05
10,690 Analyzing Deviations from Monotonic Trends through Database Repair 2026 SIGMOD 4.9605343e-05
10,759 SHoTClean: Bridging Soft and Hard Constraints for Multivariate Time Series Cleaning 2026 SIGMOD 4.9605343e-05
10,760 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.9605343e-05
10,778 Repairing Property Graphs under PG-Constraints 2026 VLDB 4.9605343e-05
11,268 The Best of Both Worlds: On Repairing Timestamps and Attribute Values for Multivariate Time Series 2025 SIGMOD 4.9605343e-05
11,493 bNDCRepair: Cleaning both Data Errors and Inaccurate Constraints on Numerical Sequential Data 2025 VLDB 4.9605343e-05
12,009 Contextual Data Cleaning with Ontology FDs 2021 SIGMOD 4.9605343e-05
12,386 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 4.9605343e-05
12,423 Cleaning Timestamps with Temporal Constraints 2016 VLDB 4.9605343e-05
12,550 Certain Query Answering in Partially Consistent Databases 2014 VLDB 4.9605343e-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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