History Matters: Incremental Ontology Reasoning Using Modules

The development of ontologies involves continuous but relatively small modifications. Existing ontology reasoners, however, do not take advantage of the similarities between different versions of an ontology. In this paper, we propose a technique for incremental reasoning—that is, reasoning that reu...

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Main Authors: Grau, B, Halaschek−Wiener, C, Kazakov, Y
Format: Conference item
Published: Springer 2007
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author Grau, B
Halaschek−Wiener, C
Kazakov, Y
author_facet Grau, B
Halaschek−Wiener, C
Kazakov, Y
author_sort Grau, B
collection OXFORD
description The development of ontologies involves continuous but relatively small modifications. Existing ontology reasoners, however, do not take advantage of the similarities between different versions of an ontology. In this paper, we propose a technique for incremental reasoning—that is, reasoning that reuses information obtained from previous versions of an ontology—based on the notion of a module. Our technique does not depend on a particular reasoning calculus and thus can be used in combination with any reasoner. We have applied our results to incremental classification of OWL DL ontologies and found significant improvement over regular classification time on a set of real-world ontologies.
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spelling oxford-uuid:2e2a1bb6-fee5-4060-b6cd-2732472968ad2022-03-26T12:47:22ZHistory Matters: Incremental Ontology Reasoning Using ModulesConference itemhttp://purl.org/coar/resource_type/c_5794uuid:2e2a1bb6-fee5-4060-b6cd-2732472968adDepartment of Computer ScienceSpringer2007Grau, BHalaschek−Wiener, CKazakov, YThe development of ontologies involves continuous but relatively small modifications. Existing ontology reasoners, however, do not take advantage of the similarities between different versions of an ontology. In this paper, we propose a technique for incremental reasoning—that is, reasoning that reuses information obtained from previous versions of an ontology—based on the notion of a module. Our technique does not depend on a particular reasoning calculus and thus can be used in combination with any reasoner. We have applied our results to incremental classification of OWL DL ontologies and found significant improvement over regular classification time on a set of real-world ontologies.
spellingShingle Grau, B
Halaschek−Wiener, C
Kazakov, Y
History Matters: Incremental Ontology Reasoning Using Modules
title History Matters: Incremental Ontology Reasoning Using Modules
title_full History Matters: Incremental Ontology Reasoning Using Modules
title_fullStr History Matters: Incremental Ontology Reasoning Using Modules
title_full_unstemmed History Matters: Incremental Ontology Reasoning Using Modules
title_short History Matters: Incremental Ontology Reasoning Using Modules
title_sort history matters incremental ontology reasoning using modules
work_keys_str_mv AT graub historymattersincrementalontologyreasoningusingmodules
AT halaschekwienerc historymattersincrementalontologyreasoningusingmodules
AT kazakovy historymattersincrementalontologyreasoningusingmodules