Approximate inference of functional dependencies from relations
ICDT '92 Selected papers of the fourth international conference on Database theory
On semantic issues connected with incomplete information databases
ACM Transactions on Database Systems (TODS)
Condensed Representation of Database Repairs for Consistent Query Answering
ICDT '03 Proceedings of the 9th International Conference on Database Theory
Answer sets for consistent query answering in inconsistent databases
Theory and Practice of Logic Programming
A cost-based model and effective heuristic for repairing constraints by value modification
Proceedings of the 2005 ACM SIGMOD international conference on Management of data
Consistent query answering in databases
ACM SIGMOD Record
Avenues to Flexible Data Integrity Checking
DEXA '06 Proceedings of the 17th International Conference on Database and Expert Systems Applications
Measuring inconsistency in knowledgebases
Journal of Intelligent Information Systems
Getting Rid of Straitjackets for Flexible Integrity Checking
DEXA '07 Proceedings of the 18th International Conference on Database and Expert Systems Applications
Improving data quality: consistency and accuracy
VLDB '07 Proceedings of the 33rd international conference on Very large data bases
Semandaq: a data quality system based on conditional functional dependencies
Proceedings of the VLDB Endowment
How Dirty Is Your Relational Database? An Axiomatic Approach
ECSQARU '07 Proceedings of the 9th European Conference on Symbolic and Quantitative Approaches to Reasoning with Uncertainty
Conditional Dependencies: A Principled Approach to Improving Data Quality
BNCOD 26 Proceedings of the 26th British National Conference on Databases: Dataspace: The Final Frontier
Consistent query answering: five easy pieces
ICDT'07 Proceedings of the 11th international conference on Database Theory
Approaches to measuring inconsistent information
Inconsistency Tolerance
Project-Join-Repair: an approach to consistent query answering under functional dependencies
FQAS'06 Proceedings of the 7th international conference on Flexible Query Answering Systems
Detecting suspect answers in the presence of inconsistent information
FoIKS'12 Proceedings of the 7th international conference on Foundations of Information and Knowledge Systems
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One can conceive many reasonable ways of characterizing how dirty a database is with respect to a set of integrity constraints (e.g., functional dependencies). However, dirtiness measures, as good as they can be, are difficult to interpret for an end-user and do not give the database administrator much hint about how to clean the base. This paper discusses these aspects and proposes some methods aimed at either helping the user or the administrator overcome the limitations of dirtiness measures when it comes to handling dirty databases.