The LLUNATIC Data-Cleaning Framework
Summary: LLUNATIC unifies data-cleaning under a single repair semantics across heterogeneous constraints and value-selection strategies. A chase-based algorithm computes minimal repairs; DBMS prototype shows scalable performance and high repair quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Floris Geerts (University of Antwerp)
- 2. Giansalvatore Mecca (Universita della Basilicata)
- 3. Paolo Papotti (Qatar Computing Research Institute)
- 4. Donatello Santoro (Universita Roma Tre; Universita della Basilicata)
BibTeX Citation
@article{geerts_vldb13,
title = {{The LLUNATIC Data-Cleaning Framework}},
author = {Geerts, Floris and Mecca, Giansalvatore and Papotti, Paolo and Santoro, Donatello},
journal = {PVLDB},
series = {{VLDB} '13},
volume = {6},
number = {9},
pages = {625--636},
doi = {10.14778/2732977.2732979},
url = {https://doi.org/10.14778/2732977.2732979},
year = {2013}
}Incoming Citations (Sorted by Pagerank)
Showing 36 of 36 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 33 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00049907763 |
| 185 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD | 0.00026231189 |
| 494 | Dependencies Revisited for Improving Data Quality | 2008 | PODS | 0.00017526549 |
| 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB | 0.0001705859 |
| 714 | Guided Data Repair | 2011 | VLDB | 0.00014662041 |
| 998 | Towards Certain Fixes with Editing Rules and Master Data | 2010 | VLDB | 0.0001275238 |
| 1,332 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB | 0.00011129529 |
| 2,782 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD | 8.1280264e-05 |
| 5,166 | Determining the Currency of Data | 2011 | PODS | 6.3370824e-05 |
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Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,590 | Constraint-Variance Tolerant Data Repairing | 2016 | SIGMOD |
| 2 | 1,332 | Sampling the Repairs of Functional Dependency Violations under Hard Constraints | 2010 | VLDB |
| 3 | 9,442 | Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples | 2016 | SIGMOD |
| 4 | 2,981 | Towards Dependable Data Repairing with Fixing Rules | 2014 | SIGMOD |
| 5 | 4,499 | Cleaning Inconsistencies in Information Extraction via Prioritized Repairs | 2014 | PODS |
| 6 | 2,041 | Combining Quantitative and Logical Data Cleaning | 2016 | VLDB |
| 7 | 185 | A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification | 2005 | SIGMOD |
| 8 | 533 | Improving Data Quality: Consistency and Accuracy | 2007 | VLDB |
| 9 | 2,782 | Interaction between Record Matching and Data Repairing | 2011 | SIGMOD |
| 10 | 4,750 | That's All Folks! LLUNATIC Goes Open Source | 2014 | VLDB |