A Combined Approach to Incremental Reasoning for EL Ontologies

Due to the dynamic nature of knowledge and data in semantic applications, ontology incremental reasoning technologies are essential for ontology management systems. Nowadays, many proposed incremental reasoning solutions and implemented systems apply forward chaining completion algorithms to handle...

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Published inWeb Reasoning and Rule Systems Vol. 9898; pp. 167 - 183
Main Authors Ren, Yuan, Pan, Jeff Z., Guclu, Isa, Kollingbaum, Martin
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 01.01.2016
Springer International Publishing
SeriesLecture Notes in Computer Science
Subjects
Online AccessGet full text
ISBN9783319452753
3319452754
ISSN0302-9743
1611-3349
DOI10.1007/978-3-319-45276-0_13

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Abstract Due to the dynamic nature of knowledge and data in semantic applications, ontology incremental reasoning technologies are essential for ontology management systems. Nowadays, many proposed incremental reasoning solutions and implemented systems apply forward chaining completion algorithms to handle the removal and addition of axioms. In this paper, we propose a novel approach to ontology incremental reasoning that combines forward and backward chaining completion for $$\mathcal {EL}$$ . Compared to existing work, this approach can be applied with or without bookkeeping, does not affect parallelisation or tractability, and reduces the effort for re-deriving the over-deleted results both theoretically and empirically.
AbstractList Due to the dynamic nature of knowledge and data in semantic applications, ontology incremental reasoning technologies are essential for ontology management systems. Nowadays, many proposed incremental reasoning solutions and implemented systems apply forward chaining completion algorithms to handle the removal and addition of axioms. In this paper, we propose a novel approach to ontology incremental reasoning that combines forward and backward chaining completion for $$\mathcal {EL}$$ . Compared to existing work, this approach can be applied with or without bookkeeping, does not affect parallelisation or tractability, and reduces the effort for re-deriving the over-deleted results both theoretically and empirically.
Author Guclu, Isa
Ren, Yuan
Pan, Jeff Z.
Kollingbaum, Martin
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Notes Original Abstract: Due to the dynamic nature of knowledge and data in semantic applications, ontology incremental reasoning technologies are essential for ontology management systems. Nowadays, many proposed incremental reasoning solutions and implemented systems apply forward chaining completion algorithms to handle the removal and addition of axioms. In this paper, we propose a novel approach to ontology incremental reasoning that combines forward and backward chaining completion for \documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$$\mathcal {EL}$$\end{document}. Compared to existing work, this approach can be applied with or without bookkeeping, does not affect parallelisation or tractability, and reduces the effort for re-deriving the over-deleted results both theoretically and empirically.
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PublicationSubtitle 10th International Conference, RR 2016, Aberdeen, UK, September 9-11, 2016, Proceedings
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Snippet Due to the dynamic nature of knowledge and data in semantic applications, ontology incremental reasoning technologies are essential for ontology management...
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Title A Combined Approach to Incremental Reasoning for EL Ontologies
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