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A unified approach for debugging is-a structure and mappings in networked taxonomies

BACKGROUND: With the increased use of ontologies and ontology mappings in semantically-enabled applications such as ontology-based search and data integration, the issue of detecting and repairing defects in ontologies and ontology mappings has become increasingly important. These defects can lead t...

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Autores principales: Lambrix, Patrick, Ivanova, Valentina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3851282/
https://www.ncbi.nlm.nih.gov/pubmed/23548155
http://dx.doi.org/10.1186/2041-1480-4-10
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author Lambrix, Patrick
Ivanova, Valentina
author_facet Lambrix, Patrick
Ivanova, Valentina
author_sort Lambrix, Patrick
collection PubMed
description BACKGROUND: With the increased use of ontologies and ontology mappings in semantically-enabled applications such as ontology-based search and data integration, the issue of detecting and repairing defects in ontologies and ontology mappings has become increasingly important. These defects can lead to wrong or incomplete results for the applications. RESULTS: We propose a unified framework for debugging the is-a structure of and mappings between taxonomies, the most used kind of ontologies. We present theory and algorithms as well as an implemented system RepOSE, that supports a domain expert in detecting and repairing missing and wrong is-a relations and mappings. We also discuss two experiments performed by domain experts: an experiment on the Anatomy ontologies from the Ontology Alignment Evaluation Initiative, and a debugging session for the Swedish National Food Agency. CONCLUSIONS: Semantically-enabled applications need high quality ontologies and ontology mappings. One key aspect is the detection and removal of defects in the ontologies and ontology mappings. Our system RepOSE provides an environment that supports domain experts to deal with this issue. We have shown the usefulness of the approach in two experiments by detecting and repairing circa 200 and 30 defects, respectively.
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spelling pubmed-38512822013-12-13 A unified approach for debugging is-a structure and mappings in networked taxonomies Lambrix, Patrick Ivanova, Valentina J Biomed Semantics Research BACKGROUND: With the increased use of ontologies and ontology mappings in semantically-enabled applications such as ontology-based search and data integration, the issue of detecting and repairing defects in ontologies and ontology mappings has become increasingly important. These defects can lead to wrong or incomplete results for the applications. RESULTS: We propose a unified framework for debugging the is-a structure of and mappings between taxonomies, the most used kind of ontologies. We present theory and algorithms as well as an implemented system RepOSE, that supports a domain expert in detecting and repairing missing and wrong is-a relations and mappings. We also discuss two experiments performed by domain experts: an experiment on the Anatomy ontologies from the Ontology Alignment Evaluation Initiative, and a debugging session for the Swedish National Food Agency. CONCLUSIONS: Semantically-enabled applications need high quality ontologies and ontology mappings. One key aspect is the detection and removal of defects in the ontologies and ontology mappings. Our system RepOSE provides an environment that supports domain experts to deal with this issue. We have shown the usefulness of the approach in two experiments by detecting and repairing circa 200 and 30 defects, respectively. BioMed Central 2013-03-31 /pmc/articles/PMC3851282/ /pubmed/23548155 http://dx.doi.org/10.1186/2041-1480-4-10 Text en Copyright © 2013 Lambrix and Ivanova; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Lambrix, Patrick
Ivanova, Valentina
A unified approach for debugging is-a structure and mappings in networked taxonomies
title A unified approach for debugging is-a structure and mappings in networked taxonomies
title_full A unified approach for debugging is-a structure and mappings in networked taxonomies
title_fullStr A unified approach for debugging is-a structure and mappings in networked taxonomies
title_full_unstemmed A unified approach for debugging is-a structure and mappings in networked taxonomies
title_short A unified approach for debugging is-a structure and mappings in networked taxonomies
title_sort unified approach for debugging is-a structure and mappings in networked taxonomies
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3851282/
https://www.ncbi.nlm.nih.gov/pubmed/23548155
http://dx.doi.org/10.1186/2041-1480-4-10
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