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A MILP-based decision procedure for the (Fuzzy) Description Logic $ALCB$

Contributo in Atti di convegno
Data di Pubblicazione:
2014
Abstract:
To overcome the inability of Description Logics (DLs) to represent vague or imprecise information, several fuzzy extensions have been proposed in the literature. In this context, an important family of reasoning algorithms for fuzzy DLs is based on a combination of tableau algorithms and Operational Research (OR) problems, specifically using Mixed Integer Linear Programming (MILP). In this paper, we present a MILP-based tableau procedure that allows to reason within fuzzy $\alcb$, \ie, $\alc$ with individual value restrictions. Interestingly, unlike classical tableau procedures, our tableau algorithm is deterministic, in the sense that it defers the inherent non-determinism in $\alcb$ to a MILP solver.
Tipologia CRIS:
04.01 Contributo in Atti di convegno
Keywords:
Fuzzy Description Logics; Semantic Web; Machine Learning
Elenco autori:
Straccia, Umberto
Autori di Ateneo:
STRACCIA UMBERTO
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/261694
Link al Full Text:
https://iris.cnr.it//retrieve/handle/20.500.14243/261694/51031/prod_282390-doc_80413.pdf
Titolo del libro:
Proceedings of the 27th International Workshop on Description Logics (DL 2014)
Pubblicato in:
CEUR WORKSHOP PROCEEDINGS
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URL

http://ceur-ws.org/Vol-1193/paper_18.pdf
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