Evaluating techniques for learning non-taxonomic relationships of ontologies from text

Detalhes bibliográficos
Autor(a) principal: Serra, Ivo
Data de Publicação: 2014
Outros Autores: Girardi, Rosário, Novais, Paulo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/1822/32077
Resumo: "Manuscript"
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spelling Evaluating techniques for learning non-taxonomic relationships of ontologies from textLearning non-taxonomic relationshipsOntologyOntology learningNatural language processingMachine learningEngenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e InformáticaScience & Technology"Manuscript"Learning Non-Taxonomic Relationships is a sub-field of Ontology Learning that aims at automating the extraction of these relationships from text. Several techniques have been proposed based on Natural Language Processing and Machine Learning. However just like for other techniques for Ontology Learning, evaluating techniques for Learning Non-Taxonomic Relationships is an open problem. Three general proposals suggest that the learned ontologies can be evaluated in an executable application or by domain experts or even by a comparison with a predefined reference ontology. This article proposes two procedures to evaluate techniques for Learning Non-Taxonomic Relationships based on the comparison of the relationships obtained with those of a reference ontology. Also, these procedures are used in the evaluation of two state of the art techniques performing the extraction of relationships from two corpora in the domains of biology and Family Law.This work is supported by CNPq, CAPES and FAPEMA, research funding agencies of the Brazilian government.ElsevierUniversidade do MinhoSerra, IvoGirardi, RosárioNovais, Paulo20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/1822/32077eng0957-417410.1016/j.eswa.2014.02.042http://www.sciencedirect.com/science/article/pii/S0957417414001183info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-07-21T12:23:57Zoai:repositorium.sdum.uminho.pt:1822/32077Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:17:48.108915Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse
dc.title.none.fl_str_mv Evaluating techniques for learning non-taxonomic relationships of ontologies from text
title Evaluating techniques for learning non-taxonomic relationships of ontologies from text
spellingShingle Evaluating techniques for learning non-taxonomic relationships of ontologies from text
Serra, Ivo
Learning non-taxonomic relationships
Ontology
Ontology learning
Natural language processing
Machine learning
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
Science & Technology
title_short Evaluating techniques for learning non-taxonomic relationships of ontologies from text
title_full Evaluating techniques for learning non-taxonomic relationships of ontologies from text
title_fullStr Evaluating techniques for learning non-taxonomic relationships of ontologies from text
title_full_unstemmed Evaluating techniques for learning non-taxonomic relationships of ontologies from text
title_sort Evaluating techniques for learning non-taxonomic relationships of ontologies from text
author Serra, Ivo
author_facet Serra, Ivo
Girardi, Rosário
Novais, Paulo
author_role author
author2 Girardi, Rosário
Novais, Paulo
author2_role author
author
dc.contributor.none.fl_str_mv Universidade do Minho
dc.contributor.author.fl_str_mv Serra, Ivo
Girardi, Rosário
Novais, Paulo
dc.subject.por.fl_str_mv Learning non-taxonomic relationships
Ontology
Ontology learning
Natural language processing
Machine learning
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
Science & Technology
topic Learning non-taxonomic relationships
Ontology
Ontology learning
Natural language processing
Machine learning
Engenharia e Tecnologia::Engenharia Eletrotécnica, Eletrónica e Informática
Science & Technology
description "Manuscript"
publishDate 2014
dc.date.none.fl_str_mv 2014
2014-01-01T00:00:00Z
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://hdl.handle.net/1822/32077
url http://hdl.handle.net/1822/32077
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 0957-4174
10.1016/j.eswa.2014.02.042
http://www.sciencedirect.com/science/article/pii/S0957417414001183
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
dc.source.none.fl_str_mv reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron:RCAAP
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
instacron_str RCAAP
institution RCAAP
reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
collection Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository.name.fl_str_mv Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
repository.mail.fl_str_mv
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