In this work we introduce a defeasible Description Logic for abductive reasoning. Our proposal exploits a fragment of a probabilistic extension of a Description Logic of typicality, whose semantics corresponds to a natural extension of the well established mechanism of rational closure extended to Description Logics. The presence of typicality assertions that can be non-monotonically inferred from a knowledge base, corresponding to those belonging to its rational closure, avoids the need of an explicit selection of abducibles.

A Defeasible Description Logic for Abduction

Pozzato G. L.
;
2023-01-01

Abstract

In this work we introduce a defeasible Description Logic for abductive reasoning. Our proposal exploits a fragment of a probabilistic extension of a Description Logic of typicality, whose semantics corresponds to a natural extension of the well established mechanism of rational closure extended to Description Logics. The presence of typicality assertions that can be non-monotonically inferred from a knowledge base, corresponding to those belonging to its rational closure, avoids the need of an explicit selection of abducibles.
2023
22nd International Conference of the Italian Association for Artificial Intelligence, AIxIA 2023
Roma, Italia
6/11 - 9/11 - 2023
AIxIA 2023 - Advances in Artificial Intelligence - XXIInd International Conference of the Italian Association for Artificial Intelligence, AIxIA 2023, Rome, Italy, November 6-9, 2023, Proceedings
Springer Science and Business Media Deutschland GmbH
14318
74
87
978-3-031-47545-0
978-3-031-47546-7
Pozzato G.L.; Spinnicchia M.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/1945992
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