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Learning intersection-closed classes with signatures

Bulatov, A.A. and Chen, Hubie and Dalmau, V. (2007) Learning intersection-closed classes with signatures. Theoretical Computer Science 382 (3), pp. 209-220. ISSN 0304-3975.

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Abstract

Intersection-closed classes of concepts arise naturally in many contexts and have been intensively studied in computational learning theory. In this paper, we study intersection-closed classes that contain the concepts invariant under an operation satisfying a certain algebraic condition. We give a learning algorithm in the exact model with equivalence queries for such classes. This algorithm utilizes a novel encoding scheme, which we call a signature.

Metadata

Item Type: Article
School: Birkbeck Faculties and Schools > Faculty of Science > School of Computing and Mathematical Sciences
Depositing User: Sarah Hall
Date Deposited: 02 Mar 2021 18:55
Last Modified: 09 Aug 2023 12:50
URI: https://eprints.bbk.ac.uk/id/eprint/43271

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