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An Alignment-Based Implementation of a Holistic Ontology Integration Method()

Despite the intense research activity in the last two decades, ontology integration still presents a number of challenging issues. As ontologies are continuously growing in number, complexity and size and are adopted within open distributed systems such as the Semantic Web, integration becomes a cen...

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Autores principales: Osman, Inès, Pileggi, Salvatore Flavio, Ben Yahia, Sadok, Diallo, Gayo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374672/
https://www.ncbi.nlm.nih.gov/pubmed/34434866
http://dx.doi.org/10.1016/j.mex.2021.101460
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author Osman, Inès
Pileggi, Salvatore Flavio
Ben Yahia, Sadok
Diallo, Gayo
author_facet Osman, Inès
Pileggi, Salvatore Flavio
Ben Yahia, Sadok
Diallo, Gayo
author_sort Osman, Inès
collection PubMed
description Despite the intense research activity in the last two decades, ontology integration still presents a number of challenging issues. As ontologies are continuously growing in number, complexity and size and are adopted within open distributed systems such as the Semantic Web, integration becomes a central problem and has to be addressed in a context of increasing scale and heterogeneity. In this paper, we describe a holistic alignment-based method for customized ontology integration. The holistic approach proposes additional challenges as multiple ontologies are jointly integrated at once, in contrast to most common approaches that perform an incremental pairwise ontology integration. By applying consolidated techniques for ontology matching, we investigate the impact on the resulting ontology. The proposed method takes multiple ontologies as well as pairwise alignments and returns a refactored/non-refactored integrated ontology that faithfully preserves the original knowledge of the input ontologies and alignments. We have tested the method on large biomedical ontologies from the LargeBio OAEI track. Results show effectiveness, and overall, a decreased integration cost over multiple ontologies. • OIAR and AROM are two implementations of the proposed method. • OIAR creates a bridge ontology, and AROM creates a fully merged ontology. • The implementation includes the option of ontology refactoring.
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spelling pubmed-83746722021-08-24 An Alignment-Based Implementation of a Holistic Ontology Integration Method() Osman, Inès Pileggi, Salvatore Flavio Ben Yahia, Sadok Diallo, Gayo MethodsX Method Article Despite the intense research activity in the last two decades, ontology integration still presents a number of challenging issues. As ontologies are continuously growing in number, complexity and size and are adopted within open distributed systems such as the Semantic Web, integration becomes a central problem and has to be addressed in a context of increasing scale and heterogeneity. In this paper, we describe a holistic alignment-based method for customized ontology integration. The holistic approach proposes additional challenges as multiple ontologies are jointly integrated at once, in contrast to most common approaches that perform an incremental pairwise ontology integration. By applying consolidated techniques for ontology matching, we investigate the impact on the resulting ontology. The proposed method takes multiple ontologies as well as pairwise alignments and returns a refactored/non-refactored integrated ontology that faithfully preserves the original knowledge of the input ontologies and alignments. We have tested the method on large biomedical ontologies from the LargeBio OAEI track. Results show effectiveness, and overall, a decreased integration cost over multiple ontologies. • OIAR and AROM are two implementations of the proposed method. • OIAR creates a bridge ontology, and AROM creates a fully merged ontology. • The implementation includes the option of ontology refactoring. Elsevier 2021-07-23 /pmc/articles/PMC8374672/ /pubmed/34434866 http://dx.doi.org/10.1016/j.mex.2021.101460 Text en © 2021 The Authors. Published by Elsevier B.V. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Method Article
Osman, Inès
Pileggi, Salvatore Flavio
Ben Yahia, Sadok
Diallo, Gayo
An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title_full An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title_fullStr An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title_full_unstemmed An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title_short An Alignment-Based Implementation of a Holistic Ontology Integration Method()
title_sort alignment-based implementation of a holistic ontology integration method()
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8374672/
https://www.ncbi.nlm.nih.gov/pubmed/34434866
http://dx.doi.org/10.1016/j.mex.2021.101460
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