Tractable Extensions of the Description Logic EL with Numerical Datatypes

We consider extensions of the lightweight description logic (DL) EL with numerical datatypes such as naturals, integers, rationals and reals equipped with relations such as equality and inequalities. It is well-known that the main reasoning problems for such DLs are decidable in polynomial time prov...

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Main Authors: Magka, D, Kazakov, Y, Horrocks, I
Format: Conference item
Published: 2015
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author Magka, D
Kazakov, Y
Horrocks, I
author_facet Magka, D
Kazakov, Y
Horrocks, I
author_sort Magka, D
collection OXFORD
description We consider extensions of the lightweight description logic (DL) EL with numerical datatypes such as naturals, integers, rationals and reals equipped with relations such as equality and inequalities. It is well-known that the main reasoning problems for such DLs are decidable in polynomial time provided that the datatypes enjoy the so-called convexity property. Unfortunately many combinations of the numerical relations violate convexity, which makes the usage of these datatypes rather limited in practice. In this paper, we make a more fine-grained complexity analysis of these DLs by considering restrictions not only on the kinds of relations that can be used in ontologies but also on their occurrences, such as allowing certain relations to appear only on the left- hand side of the axioms. To this end, we introduce a notion of safety for a numerical datatype with restrictions (NDR) which guarantees tractability, extend the EL reasoning algorithm to these cases, and provide a complete classification of safe NDRs for natural numbers, integers, rationals and reals.
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spelling oxford-uuid:0aa522bb-c9c2-42df-8770-09701ceee8b02022-03-26T09:24:55ZTractable Extensions of the Description Logic EL with Numerical DatatypesConference itemhttp://purl.org/coar/resource_type/c_5794uuid:0aa522bb-c9c2-42df-8770-09701ceee8b0Department of Computer Science2015Magka, DKazakov, YHorrocks, IWe consider extensions of the lightweight description logic (DL) EL with numerical datatypes such as naturals, integers, rationals and reals equipped with relations such as equality and inequalities. It is well-known that the main reasoning problems for such DLs are decidable in polynomial time provided that the datatypes enjoy the so-called convexity property. Unfortunately many combinations of the numerical relations violate convexity, which makes the usage of these datatypes rather limited in practice. In this paper, we make a more fine-grained complexity analysis of these DLs by considering restrictions not only on the kinds of relations that can be used in ontologies but also on their occurrences, such as allowing certain relations to appear only on the left- hand side of the axioms. To this end, we introduce a notion of safety for a numerical datatype with restrictions (NDR) which guarantees tractability, extend the EL reasoning algorithm to these cases, and provide a complete classification of safe NDRs for natural numbers, integers, rationals and reals.
spellingShingle Magka, D
Kazakov, Y
Horrocks, I
Tractable Extensions of the Description Logic EL with Numerical Datatypes
title Tractable Extensions of the Description Logic EL with Numerical Datatypes
title_full Tractable Extensions of the Description Logic EL with Numerical Datatypes
title_fullStr Tractable Extensions of the Description Logic EL with Numerical Datatypes
title_full_unstemmed Tractable Extensions of the Description Logic EL with Numerical Datatypes
title_short Tractable Extensions of the Description Logic EL with Numerical Datatypes
title_sort tractable extensions of the description logic el with numerical datatypes
work_keys_str_mv AT magkad tractableextensionsofthedescriptionlogicelwithnumericaldatatypes
AT kazakovy tractableextensionsofthedescriptionlogicelwithnumericaldatatypes
AT horrocksi tractableextensionsofthedescriptionlogicelwithnumericaldatatypes