Fuzzy Description Logics (DLs) are a family of knowledge representation formalisms designed to represent and reason about vague and imprecise knowledge that is inherent to many application domains. Previous work has shown that the complexity of reasoning in a fuzzy DL using finitely many truth degrees is usually not higher than that of the underlying classical DL. We show that this does not hold for fuzzy extensions of the light-weight DL EL, which is used in many biomedical ontologies, under the finitely valued Łukasiewicz semantics. More precisely, the complexity of reasoning increases from P to EXPTIME, even if only one additional truth value is introduced. When adding complex role inclusions and inverse roles, the logic even becomes undecidable. Even more surprisingly, when considering the infinitely valued Łukasiewicz semantics, reasoning in fuzzy EL is undecidable

Borgwardt, S., Cerami, M., Peñaloza Nyssen, R. (2017). The complexity of fuzzy EL under the Łukasiewicz T-norm. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 91, 179-201 [10.1016/j.ijar.2017.09.005].

The complexity of fuzzy EL under the Łukasiewicz T-norm

Peñaloza Nyssen, R
2017

Abstract

Fuzzy Description Logics (DLs) are a family of knowledge representation formalisms designed to represent and reason about vague and imprecise knowledge that is inherent to many application domains. Previous work has shown that the complexity of reasoning in a fuzzy DL using finitely many truth degrees is usually not higher than that of the underlying classical DL. We show that this does not hold for fuzzy extensions of the light-weight DL EL, which is used in many biomedical ontologies, under the finitely valued Łukasiewicz semantics. More precisely, the complexity of reasoning increases from P to EXPTIME, even if only one additional truth value is introduced. When adding complex role inclusions and inverse roles, the logic even becomes undecidable. Even more surprisingly, when considering the infinitely valued Łukasiewicz semantics, reasoning in fuzzy EL is undecidable
Articolo in rivista - Articolo scientifico
fuzzy logic, description logics
English
2017
91
179
201
partially_open
Borgwardt, S., Cerami, M., Peñaloza Nyssen, R. (2017). The complexity of fuzzy EL under the Łukasiewicz T-norm. INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 91, 179-201 [10.1016/j.ijar.2017.09.005].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/258631
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