Principles of database and knowledge-base systems, Vol. I
Principles of database and knowledge-base systems, Vol. I
On the complexity of computing the volume of a polyhedron
SIAM Journal on Computing
Journal of Computer and System Sciences - 3rd Annual Conference on Structure in Complexity Theory, June 14–17, 1988
A catalog of complexity classes
Handbook of theoretical computer science (vol. A)
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
Advances in knowledge discovery and data mining
On the Desirability of Acyclic Database Schemes
Journal of the ACM (JACM)
On TC0, AC0, and arithmetic circuits
Journal of Computer and System Sciences - Eleventh annual conference on computational learning theory&slash;Twelfth Annual IEEE conference on computational complexity
The complexity of acyclic conjunctive queries
Journal of the ACM (JACM)
Handbook of Theoretical Computer Science
Handbook of Theoretical Computer Science
Foundations of Databases: The Logical Level
Foundations of Databases: The Logical Level
Computers and Intractability: A Guide to the Theory of NP-Completeness
Computers and Intractability: A Guide to the Theory of NP-Completeness
IEEE Transactions on Knowledge and Data Engineering
On Counting AC0 Circuits with Negative Constants
MFCS '98 Proceedings of the 23rd International Symposium on Mathematical Foundations of Computer Science
Towards Efficient Metaquerying
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
The complexity of relational query languages (Extended Abstract)
STOC '82 Proceedings of the fourteenth annual ACM symposium on Theory of computing
Optimal implementation of conjunctive queries in relational data bases
STOC '77 Proceedings of the ninth annual ACM symposium on Theory of computing
On some central problems in computational complexity.
On some central problems in computational complexity.
FlexiMine – A Flexible Platform for KDD Research and Application Development
Annals of Mathematics and Artificial Intelligence
Enumerating consistent metaquery instantiations
AI Communications
Outlier detection using default reasoning
Artificial Intelligence
Hi-index | 0.00 |
Metaquerying is a data mining technology by which hidden dependencies among several database relations can be discovered. This tool has already been successfully applied to several real-world applications, but only preliminary results about the complexity of metaquerying can be found in the literature. In this article, we define several variants of metaquerying that encompass, as far as we know, all the variants that have been defined in the literature. We study both the combined complexity and the data complexity of these variants. We show that under the combined complexity measure metaquerying is generally intractable (unless P = NP), lying sometimes quite high in the complexity hierarchies (as high as NPPP), depending on the characteristics of the plausibility index. Nevertheless, we are able to single out some tractable and interesting metaquerying cases, whose combined complexity is LOGCFL-complete. As for the data complexity of metaquerying, we prove that, in general, it is within TC0, but lies within AC0 in some simpler cases. Finally, we discuss the implementation of metaqueries by providing algorithms that answer them.