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Sampling the Repairs of Functional Dependency Violations under Hard Constraints

Summary: Samples FD repairs under hard constraints, not a single repair or only query answers. Introduces a new repair class, a randomized sampler, and constraint-aware pruning, with comparisons to prior methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
heee10f11d0cb12af
Venue
VLDB
Year
2010
Pagerank
0.0001094733
Overall Rank
1,348 | 90.94%
DOI
10.14778/1920841.1920868

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{beskales_vldb10,
        title = {{Sampling the Repairs of Functional Dependency Violations under Hard Constraints}},
        author = {Beskales, George and Ilyas, Ihab F. and Golab, Lukasz},
        journal = {PVLDB},
        series = {{VLDB} '10},
        volume = {3},
        number = {1},
        pages = {197--208},
        doi = {10.14778/1920841.1920868},
        url = {https://doi.org/10.14778/1920841.1920868},
        year = {2010}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
104 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00033690989
767 The LLUNATIC Data-Cleaning Framework 2013 VLDB 0.00014114806
1,043 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00012335114
1,488 Efficient Discovery of Approximate Dependencies 2018 VLDB 0.00010517437
2,051 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.1199511e-05
2,055 Combining Quantitative and Logical Data Cleaning 2016 VLDB 9.1128336e-05
2,125 Discovery of Genuine Functional Dependencies from Relational Data with Missing Values 2018 VLDB 9.0033119e-05
2,423 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 8.4877894e-05
2,686 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 8.1308928e-05
2,964 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.8052551e-05
4,347 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6469984e-05
4,650 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 6.4858157e-05
4,827 QFix: Diagnosing Errors through Query Histories 2017 SIGMOD 6.3917868e-05
4,998 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 6.3207886e-05
5,465 On Repairing Structural Problems In Semi-structured Data 2013 VLDB 6.1204491e-05
6,046 Your notebook is not crumby enough, REPLace it 2020 CIDR 5.9052121e-05
6,381 Qualitative Data Cleaning 2016 VLDB 5.8066959e-05
6,552 Finding Label and Model Errors in Perception Data With Learned Observation Assertions 2022 SIGMOD 5.750057e-05
6,808 Benchmarking Approximate Consistent Query Answering 2021 PODS 5.6763412e-05
7,463 Time Series Data Validity 2023 SIGMOD 5.5204457e-05
8,886 FastPDB: Towards Bag-Probabilistic Queries at Interactive Speeds 2025 SIGMOD 5.2559789e-05
10,529 Minimum Change ≠ Best Cleaning: Parallel and Incremental Error Detection under Integrity Constraints 2026 SIGMOD 4.9793485e-05
11,876 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 4.9793485e-05
12,337 BART in Action: Error Generation and Empirical Evaluations of Data-Cleaning Systems 2016 SIGMOD 4.9793485e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

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