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Poster De Conférence Année : 2005

Coping with exceptions in multiclass ILP problems using possibilistic logic (Poster paper)

Résumé

The handling of exceptions in multiclass problems is a tricky issue in inductive logic programming (ILP). In this paper we propose a new formalization of the ILP problem which accounts for default reasoning, and is encoded with first-order possibilistic logic. We show that this formalization allows us to handle rules with exceptions, and to prevent an example to be classified in more than one class. The possibilistic logic view of ILP problem, can be easily handled at the algorithmic level as an optimization problem.
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Dates et versions

hal-03367405 , version 1 (06-10-2021)

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  • HAL Id : hal-03367405 , version 1

Citer

Mathieu Serrurier, Henri Prade. Coping with exceptions in multiclass ILP problems using possibilistic logic (Poster paper). Nineteenth International Joint Conference on Artificial Intelligence (IJCAI 2005), Jul 2005, Edinburgh, Scotland, United Kingdom. Gallus, IJCAI-05, Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence, Edinburgh, Scotland, UK, July 30-August 5, 2005, pp.1761-1762, 2005. ⟨hal-03367405⟩
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