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|Abstract=Description Logics (DLs) have become a prominent paradigm for representing knowledge in a variety of application areas. An important factor for this practical success is the ability of DLs to achieve a favourable balance between the expressivity of the logic and the performance of reasoning. Horn description logics (Horn DLs) have attracted attention since their (worst-case) data complexities are in general lower than their overall (i.e., combined) complexities, which makes them attractive for reasoning with large sets of instance data (ABoxes). However, the natural question whether Horn DLs also provide advantages for schema (TBox) reasoning has hardly been addressed so far. In this paper, we therefore provide a thorough and comprehensive analysis of the combined complexities of Horn DLs. While the combined complexity for many Horn DLs studied herein turns out to be the same as for their non-Horn counterparts, we identify subboolean DLs where Hornness simplifies reasoning. We also provide convenient normal forms for defining Horn DLs syntactically.
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|Abstract=Description Logics (DLs) have become a prominent paradigm for representing knowledge in a variety of application areas, partly due to their ability to achieve a favourable balance between expressivity of the logic and performance of reasoning. Horn description logics are obtained, roughly speaking, by disallowing all forms of disjunctions. They have attracted attention since their (worst-case) data complexities are in general lower than for their non-Horn counterparts, which makes them attractive for reasoning with large sets of instance data (ABoxes). It is therefore natural to ask whether Horn DLs also provide advantages for schema (TBox) reasoning, i.e., whether they also feature lower combined complexities. This paper settles this question for a variety of Horn DLs. An example of a tractable Horn logic is the DL underlying the ontology language OWL RL, which we characterise as the Horn fragment of the description logic SROIQ without existential quantifiers. If existential quantifiers are allowed, however, many Horn DLs become intractable. We find that Horn-ALC already has the same worst-case complexity as ALC, i.e., ExpTime, but we also identify various DLs for which reasoning is PSpace-complete. As a side effect, we derive simplified syntactic definitions of Horn DLs, for which we exploit suitable normal form transformations.
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|Download=KRH12-HornDLs.pdf,
 
|Projekt=ExpresST
 
|Projekt=ExpresST
 
|Forschungsgruppe=Wissensmanagement
 
|Forschungsgruppe=Wissensmanagement

Version vom 23. Januar 2012, 00:05 Uhr


Complexities of Horn Description Logics


Complexities of Horn Description Logics



Veröffentlicht: 2012

Journal: ACM Transactions on Computational Logic



Bemerkung: to appear

Referierte Veröffentlichung

BibTeX




Kurzfassung
Description Logics (DLs) have become a prominent paradigm for representing knowledge in a variety of application areas, partly due to their ability to achieve a favourable balance between expressivity of the logic and performance of reasoning. Horn description logics are obtained, roughly speaking, by disallowing all forms of disjunctions. They have attracted attention since their (worst-case) data complexities are in general lower than for their non-Horn counterparts, which makes them attractive for reasoning with large sets of instance data (ABoxes). It is therefore natural to ask whether Horn DLs also provide advantages for schema (TBox) reasoning, i.e., whether they also feature lower combined complexities. This paper settles this question for a variety of Horn DLs. An example of a tractable Horn logic is the DL underlying the ontology language OWL RL, which we characterise as the Horn fragment of the description logic SROIQ without existential quantifiers. If existential quantifiers are allowed, however, many Horn DLs become intractable. We find that Horn-ALC already has the same worst-case complexity as ALC, i.e., ExpTime, but we also identify various DLs for which reasoning is PSpace-complete. As a side effect, we derive simplified syntactic definitions of Horn DLs, for which we exploit suitable normal form transformations.

Download: Media:KRH12-HornDLs.pdf

Projekt

ExpresST



Forschungsgruppe

Wissensmanagement


Forschungsgebiet

Semantische Technologien, Beschreibungslogik, Komplexitätstheorie