Automata-based methods have been successfully employed to prove tight complexity bounds for reasoning in many classical logics, and in particular in Description Logics (DLs). Very recently, the ideas behind these automata-based approaches were adapted for reasoning also in fuzzy extensions of DLs, with semantics based either on finitely many truth degrees or the Gödel t-norm over the interval [0,1]. Clearly, due to the different semantics in these logics, the construction of the automata for fuzzy DLs is more involved than for the classical case. In this paper we provide an overview of the existing automata-based methods for reasoning in fuzzy DLs, with a special emphasis on explaining the ideas and the requirements behind them. The methods vary from deciding emptiness of automata on infinite trees to inclusions between automata on finite words. Overall, we provide a comprehensive perspective on the automata-based methods currently in use, and the many complexity results obtained through them.

Borgwardt, S., Penaloza Nyssen, R. (2016). Reasoning in Fuzzy Description Logics using Automata. FUZZY SETS AND SYSTEMS, 298, 22-43 [10.1016/j.fss.2015.07.013].

Reasoning in Fuzzy Description Logics using Automata

Penaloza Nyssen, R
2016

Abstract

Automata-based methods have been successfully employed to prove tight complexity bounds for reasoning in many classical logics, and in particular in Description Logics (DLs). Very recently, the ideas behind these automata-based approaches were adapted for reasoning also in fuzzy extensions of DLs, with semantics based either on finitely many truth degrees or the Gödel t-norm over the interval [0,1]. Clearly, due to the different semantics in these logics, the construction of the automata for fuzzy DLs is more involved than for the classical case. In this paper we provide an overview of the existing automata-based methods for reasoning in fuzzy DLs, with a special emphasis on explaining the ideas and the requirements behind them. The methods vary from deciding emptiness of automata on infinite trees to inclusions between automata on finite words. Overall, we provide a comprehensive perspective on the automata-based methods currently in use, and the many complexity results obtained through them.
Articolo in rivista - Articolo scientifico
Fuzzy description logics; Reasoning; Tree automata; Weighted automata;
automata theory, fuzzy logic, description logics
English
2016
298
22
43
open
Borgwardt, S., Penaloza Nyssen, R. (2016). Reasoning in Fuzzy Description Logics using Automata. FUZZY SETS AND SYSTEMS, 298, 22-43 [10.1016/j.fss.2015.07.013].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/258629
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