Supervised Learning Algorithms Evaluation on Recognizing

Abstract. The meaning of such verb-noun collocations as the wind blows, time flies, the day passes by can be generalized as ‘what is designated by the noun exists’. Likewise, the meaning of make a decision, provide support, write a letter can be generalized as ‘make what is designated by the noun’....

Descripción completa

Detalles Bibliográficos
Autores: Gelbukh, Alexander, Kolesnikova, Olga
Tipo de recurso: artículo
Estado:Versión publicada
Fecha de publicación:2012
País:México
Institución:Instituto Politécnico Nacional
Repositorio:Repositorio Digital del IPN
OAI Identifier:oai:www.repositoriodigital.ipn.mx:123456789/8036
Acceso en línea:http://www.repositoriodigital.ipn.mx/handle/123456789/8036
Access Level:acceso abierto
Palabra clave:Keywords. Collocations, semantic annotation, supervised machine learning.
id MX_d0c4f31efc95db0aafd65eeeab5e33fc
oai_identifier_str oai:www.repositoriodigital.ipn.mx:123456789/8036
network_acronym_str MX
network_name_str México
repository_id_str
spelling Supervised Learning Algorithms Evaluation on RecognizingEvaluación de algoritmos de aprendizaje supervisado para reconocimiento de las clases semánticas de colocaciones verbo-sustantivo en españolGelbukh, AlexanderKolesnikova, OlgaKeywords. Collocations, semantic annotation, supervised machine learning.Abstract. The meaning of such verb-noun collocations as the wind blows, time flies, the day passes by can be generalized as ‘what is designated by the noun exists’. Likewise, the meaning of make a decision, provide support, write a letter can be generalized as ‘make what is designated by the noun’. These generalizations represent the meaning of certain groups of collocations and may be used as semantic annotation. Our objective is to evaluate the performance of some existing supervised machine learning methods on the task of annotating Spanish collocations with generalized meanings, some of which are exemplified above. The experimental results have demonstrated that supervised learning methods achieve significant accuracy allowing them to be used in high quality semantic annotation.Instituto Politécnico Nacional-CICInvestigación en Computación.PDFComputación y Sistemas2012-11-08T19:48:19Z2012-11-08T19:48:19Z2012-08-31info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleComputación y Sistemas1405-5546http://www.repositoriodigital.ipn.mx/handle/123456789/8036reponame:Repositorio Digital del IPNinstname:Instituto Politécnico Nacionalinstacron:IPNen_USinfo:eu-repo/semantics/openAccessoai:www.repositoriodigital.ipn.mx:123456789/80362026-02-18T16:39:44Z
dc.title.none.fl_str_mv Supervised Learning Algorithms Evaluation on Recognizing
Evaluación de algoritmos de aprendizaje supervisado para reconocimiento de las clases semánticas de colocaciones verbo-sustantivo en español
title Supervised Learning Algorithms Evaluation on Recognizing
spellingShingle Supervised Learning Algorithms Evaluation on Recognizing
Gelbukh, Alexander
Keywords. Collocations, semantic annotation, supervised machine learning.
title_short Supervised Learning Algorithms Evaluation on Recognizing
title_full Supervised Learning Algorithms Evaluation on Recognizing
title_fullStr Supervised Learning Algorithms Evaluation on Recognizing
title_full_unstemmed Supervised Learning Algorithms Evaluation on Recognizing
title_sort Supervised Learning Algorithms Evaluation on Recognizing
dc.creator.none.fl_str_mv Gelbukh, Alexander
Kolesnikova, Olga
author Gelbukh, Alexander
author_facet Gelbukh, Alexander
Kolesnikova, Olga
author_role author
author2 Kolesnikova, Olga
author2_role author
dc.subject.none.fl_str_mv Keywords. Collocations, semantic annotation, supervised machine learning.
topic Keywords. Collocations, semantic annotation, supervised machine learning.
description Abstract. The meaning of such verb-noun collocations as the wind blows, time flies, the day passes by can be generalized as ‘what is designated by the noun exists’. Likewise, the meaning of make a decision, provide support, write a letter can be generalized as ‘make what is designated by the noun’. These generalizations represent the meaning of certain groups of collocations and may be used as semantic annotation. Our objective is to evaluate the performance of some existing supervised machine learning methods on the task of annotating Spanish collocations with generalized meanings, some of which are exemplified above. The experimental results have demonstrated that supervised learning methods achieve significant accuracy allowing them to be used in high quality semantic annotation.
publishDate 2012
dc.date.none.fl_str_mv 2012-11-08T19:48:19Z
2012-11-08T19:48:19Z
2012-08-31
dc.type.none.fl_str_mv info:eu-repo/semantics/publishedVersion
info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv Computación y Sistemas
1405-5546
http://www.repositoriodigital.ipn.mx/handle/123456789/8036
identifier_str_mv Computación y Sistemas
1405-5546
url http://www.repositoriodigital.ipn.mx/handle/123456789/8036
dc.language.none.fl_str_mv en_US
language_invalid_str_mv en_US
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Computación y Sistemas
publisher.none.fl_str_mv Computación y Sistemas
dc.source.none.fl_str_mv reponame:Repositorio Digital del IPN
instname:Instituto Politécnico Nacional
instacron:IPN
instname_str Instituto Politécnico Nacional
instacron_str IPN
institution IPN
reponame_str Repositorio Digital del IPN
collection Repositorio Digital del IPN
repository.name.fl_str_mv
repository.mail.fl_str_mv
_version_ 1858177088082673664
score 15.81155

Similares en LA Referencia