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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)

Paper ID
10726
Venue
VLDB
Year
2013
Pagerank
0.00013390321
Overall Rank
1,197 | 91.68%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 35 of 35 citing papers.

Rank Citing Paper Year Venue Pagerank
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035728858
1,546 KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing 2015 SIGMOD 0.00011446851
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
1,894 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.0001018378
2,077 Efficient Discovery of Approximate Dependencies 2018 VLDB 9.6001836e-05
2,253 Efficient Denial Constraint Discovery with Hydra 2018 VLDB 9.1937209e-05
2,566 Database Repairs and Consistent Query Answering: Origins and Further Developments 2019 PODS 8.5243847e-05
2,946 BigDansing: A System for Big Data Cleansing 2015 SIGMOD 7.8372441e-05
3,051 Partial Results in Database Systems 2014 SIGMOD 7.6512591e-05
3,396 Automatic Data Repair: Are We Ready to Deploy? 2024 VLDB 7.1455126e-05
4,273 Cleaning Denial Constraint Violations through Relaxation 2020 SIGMOD 6.3003864e-05
4,904 Temporal Rules Discovery for Web Data Cleaning 2016 VLDB 5.8399195e-05
5,153 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 5.6607963e-05
5,382 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 5.5397633e-05
5,660 Descriptive and Prescriptive Data Cleaning 2014 SIGMOD 5.3847321e-05
6,470 Exploiting Equality Generating Dependencies in Checking Chase Termination 2016 VLDB 5.0513478e-05
6,546 Properties of Inconsistency Measures for Databases 2021 SIGMOD 5.0185588e-05
7,013 Qualitative Data Cleaning 2016 VLDB 4.8619024e-05
7,605 The Computation of Optimal Subset Repairs 2020 VLDB 4.697534e-05
7,702 Counting and Enumerating (Preferred) Database Repairs 2017 PODS 4.6736471e-05
7,795 ForBackBench: A Benchmark for Chasing vs. Query-Rewriting 2022 VLDB 4.6482625e-05
8,538 A Query Engine for Probabilistic Preferences 2018 SIGMOD 4.4937074e-05
8,840 The Cost of Representation by Subset Repairs 2025 VLDB 4.4388652e-05
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
9,301 Repairing Data through Regular Expressions 2016 VLDB 4.3587281e-05
9,348 GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models 2024 SIGMOD 4.3526427e-05
9,673 Don’t Be a Tattle-Tale: Preventing Leakages through Data Dependencies on Access Control Protected Data 2022 VLDB 4.3055474e-05
10,019 Guardrail: Automated Integrity Constraint Synthesis From Noisy Data 2026 SIGMOD 4.1945683e-05
10,140 Analyzing Deviations from Monotonic Trends through Database Repair 2026 SIGMOD 4.1945683e-05
10,213 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.1945683e-05
10,513 Computing Inconsistency Measures Under Differential Privacy 2025 SIGMOD 4.1945683e-05
11,178 LinCQA: Faster Consistent Query Answering with Linear Time Guarantees 2023 SIGMOD 4.1945683e-05
11,223 Splitting Tuples of Mismatched Entities 2023 SIGMOD 4.1945683e-05
11,369 PGE: Robust Product Graph Embedding Learning for Error Detection 2022 VLDB 4.1945683e-05
11,680 WiClean: A System for Fixing Wikipedia Interlinks Using Revision History Patterns 2019 VLDB 4.1945683e-05
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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
49 Consistent Query Answers in Inconsistent Databases 1999 PODS 0.00067660624
265 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029763412
560 Dependencies Revisited for Improving Data Quality 2008 PODS 0.00020141923
623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
833 Guided Data Repair 2011 VLDB 0.00016138432
1,159 Towards Certain Fixes with Editing Rules and Master Data 2010 VLDB 0.00013592813
1,624 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011099222
2,823 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0593894e-05
5,557 Determining the Currency of Data 2011 PODS 5.435361e-05
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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,369 Constraint-Variance Tolerant Data Repairing 2016 SIGMOD 4.3481081e-05
1,624 Sampling the Repairs of Functional Dependency Violations under Hard Constraints 2010 VLDB 0.00011099222
9,278 Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples 2016 SIGMOD 4.3639892e-05
3,192 Towards Dependable Data Repairing with Fixing Rules 2014 SIGMOD 7.4095761e-05
5,398 Cleaning Inconsistencies in Information Extraction via Prioritized Repairs 2014 PODS 5.5295577e-05
2,460 Combining Quantitative and Logical Data Cleaning 2016 VLDB 8.7617484e-05
265 A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification 2005 SIGMOD 0.00029763412
623 Improving Data Quality: Consistency and Accuracy 2007 VLDB 0.00018996374
2,823 Interaction between Record Matching and Data Repairing 2011 SIGMOD 8.0593894e-05
5,382 That's All Folks! LLUNATIC Goes Open Source 2014 VLDB 5.5397633e-05