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: 10727
Venue: VLDB
Year: 2013
Pagerank: 0.00013373177
Overall Rank: 1,197 | 91.69%
DOI: -

Incoming Non-self Citations Over Time

Authors

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	0.00035692958
1,544	KATARA: A Data Cleaning System Powered by Knowledge Bases and Crowdsourcing	2015	SIGMOD	0.00011438274
1,629	Data Cleaning: Overview and Emerging Challenges	2016	SIGMOD	0.00011073148
1,895	Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning	2020	VLDB	0.00010174634
2,082	Efficient Discovery of Approximate Dependencies	2018	VLDB	9.5875364e-05
2,258	Efficient Denial Constraint Discovery with Hydra	2018	VLDB	9.1804145e-05
2,574	Database Repairs and Consistent Query Answering: Origins and Further Developments	2019	PODS	8.5126812e-05
3,000	BigDansing: A System for Big Data Cleansing	2015	SIGMOD	7.7447724e-05
3,054	Partial Results in Database Systems	2014	SIGMOD	7.6478475e-05
3,397	Automatic Data Repair: Are We Ready to Deploy?	2024	VLDB	7.1386386e-05
4,271	Cleaning Denial Constraint Violations through Relaxation	2020	SIGMOD	6.2943273e-05
4,911	Temporal Rules Discovery for Web Data Cleaning	2016	VLDB	5.8349225e-05
5,150	Horizon: Scalable Dependency-driven Data Cleaning	2021	VLDB	5.6553571e-05
5,387	That's All Folks! LLUNATIC Goes Open Source	2014	VLDB	5.5344399e-05
5,671	Descriptive and Prescriptive Data Cleaning	2014	SIGMOD	5.3797808e-05
6,459	Exploiting Equality Generating Dependencies in Checking Chase Termination	2016	VLDB	5.048352e-05
6,544	Properties of Inconsistency Measures for Databases	2021	SIGMOD	5.013741e-05
7,013	Qualitative Data Cleaning	2016	VLDB	4.8576683e-05
7,701	Counting and Enumerating (Preferred) Database Repairs	2017	PODS	4.6690279e-05
7,797	ForBackBench: A Benchmark for Chasing vs. Query-Rewriting	2022	VLDB	4.6438053e-05
8,014	The Computation of Optimal Subset Repairs	2020	VLDB	4.6020746e-05
8,537	A Query Engine for Probabilistic Preferences	2018	SIGMOD	4.4893996e-05
8,839	The Cost of Representation by Subset Repairs	2025	VLDB	4.4346105e-05
9,283	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	4.3598353e-05
9,305	Repairing Data through Regular Expressions	2016	VLDB	4.3545508e-05
9,354	GIDCL: A Graph-Enhanced Interpretable Data Cleaning Framework with Large Language Models	2024	SIGMOD	4.3484715e-05
9,673	Don’t Be a Tattle-Tale: Preventing Leakages through Data Dependencies on Access Control Protected Data	2022	VLDB	4.3014213e-05
10,019	Guardrail: Automated Integrity Constraint Synthesis From Noisy Data	2026	SIGMOD	4.1905499e-05
10,140	Analyzing Deviations from Monotonic Trends through Database Repair	2026	SIGMOD	4.1905499e-05
10,213	Stress-Testing Causal Claims via Cardinality Repairs	2026	SIGMOD	4.1905499e-05
10,522	Computing Inconsistency Measures Under Differential Privacy	2025	SIGMOD	4.1905499e-05
11,181	LinCQA: Faster Consistent Query Answering with Linear Time Guarantees	2023	SIGMOD	4.1905499e-05
11,225	Splitting Tuples of Mismatched Entities	2023	SIGMOD	4.1905499e-05
11,371	PGE: Robust Product Graph Embedding Learning for Error Detection	2022	VLDB	4.1905499e-05
11,685	WiClean: A System for Fixing Wikipedia Interlinks Using Revision History Patterns	2019	VLDB	4.1905499e-05

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	0.00067607389
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
560	Dependencies Revisited for Improving Data Quality	2008	PODS	0.0002012328
621	Improving Data Quality: Consistency and Accuracy	2007	VLDB	0.00018978331
830	Guided Data Repair	2011	VLDB	0.00016125759
1,160	Towards Certain Fixes with Editing Rules and Master Data	2010	VLDB	0.0001358129
1,625	Sampling the Repairs of Functional Dependency Violations under Hard Constraints	2010	VLDB	0.0001109361
2,830	Interaction between Record Matching and Data Repairing	2011	SIGMOD	8.0515409e-05
5,565	Determining the Currency of Data	2011	PODS	5.4298528e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
9,380	Constraint-Variance Tolerant Data Repairing	2016	SIGMOD	4.3439402e-05
1,625	Sampling the Repairs of Functional Dependency Violations under Hard Constraints	2010	VLDB	0.0001109361
9,283	Interactive and Deterministic Data Cleaning: A Tossed Stone Raises a Thousand Ripples	2016	SIGMOD	4.3598353e-05
3,198	Towards Dependable Data Repairing with Fixing Rules	2014	SIGMOD	7.4029546e-05
5,406	Cleaning Inconsistencies in Information Extraction via Prioritized Repairs	2014	PODS	5.5239588e-05
2,417	Combining Quantitative and Logical Data Cleaning	2016	VLDB	8.8502556e-05
268	A Cost-Based Model and Effective Heuristic for Repairing Constraints by Value Modification	2005	SIGMOD	0.00029739054
621	Improving Data Quality: Consistency and Accuracy	2007	VLDB	0.00018978331
2,830	Interaction between Record Matching and Data Repairing	2011	SIGMOD	8.0515409e-05
5,387	That's All Folks! LLUNATIC Goes Open Source	2014	VLDB	5.5344399e-05