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A preferential interpretation of MultiLayer Perceptrons in a conditional logic with typicality.
- Source :
-
International Journal of Approximate Reasoning . Jan2024, Vol. 164, pN.PAG-N.PAG. 1p. - Publication Year :
- 2024
-
Abstract
- In this paper we investigate the relationships between a multipreferential semantics for defeasible reasoning in knowledge representation and a multilayer neural network model. Weighted knowledge bases for a simple description logic with typicality are considered under a (many-valued) "concept-wise" multipreference semantics. The semantics is used to provide a preferential interpretation of MultiLayer Perceptrons (MLPs). A model checking and an entailment based approach are exploited in the verification of conditional properties of MLPs. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0888613X
- Volume :
- 164
- Database :
- Academic Search Index
- Journal :
- International Journal of Approximate Reasoning
- Publication Type :
- Periodical
- Accession number :
- 173976756
- Full Text :
- https://doi.org/10.1016/j.ijar.2023.109065