Semi-supervised learning of types of temporal meanings in the Spanish lexicon

This paper presents a series of semi-supervised learning algorithms which were designed to classify words or expressions with temporal meanings. The algorithms use a set of pre-tagged temporal expressions and a set of semantic classes which were defined within a research project on the lexical codin...

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Detalles Bibliográficos
Autores principales:	Grill, Pablo, Claassen, Mathias, Rosá, Aiala, Correa, Hernán
Formato:	Objeto de conferencia
Lenguaje:	Inglés
Publicado:	2017
Materias:	Ciencias Informáticas temporal networks word embeddings semisupervised learning Natural Language Processing Semantics
Acceso en línea:	http://sedici.unlp.edu.ar/handle/10915/65938 http://www.clei2017-46jaiio.sadio.org.ar/sites/default/files/Mem/ASAI/asai-03.pdf
Aporte de:	SEDICI (UNLP) de Universidad Nacional de La Plata

id	I19-R120-10915-65938
record_format	dspace
institution	Universidad Nacional de La Plata
institution_str	I-19
repository_str	R-120
collection	SEDICI (UNLP)
language	Inglés
topic	Ciencias Informáticas temporal networks word embeddings semisupervised learning Natural Language Processing Semantics
spellingShingle	Ciencias Informáticas temporal networks word embeddings semisupervised learning Natural Language Processing Semantics Grill, Pablo Claassen, Mathias Rosá, Aiala Correa, Hernán Semi-supervised learning of types of temporal meanings in the Spanish lexicon
topic_facet	Ciencias Informáticas temporal networks word embeddings semisupervised learning Natural Language Processing Semantics
description	This paper presents a series of semi-supervised learning algorithms which were designed to classify words or expressions with temporal meanings. The algorithms use a set of pre-tagged temporal expressions and a set of semantic classes which were defined within a research project on the lexical coding of temporal meaning in Spanish. The algorithms in this article are mostly based on word embeddings, but they also make use of other methods. The results obtained strongly depend on the temporal classes considered, but, for some classes, results have reached 90% precision or above.
format	Objeto de conferencia Objeto de conferencia
author	Grill, Pablo Claassen, Mathias Rosá, Aiala Correa, Hernán
author_facet	Grill, Pablo Claassen, Mathias Rosá, Aiala Correa, Hernán
author_sort	Grill, Pablo
title	Semi-supervised learning of types of temporal meanings in the Spanish lexicon
title_short	Semi-supervised learning of types of temporal meanings in the Spanish lexicon
title_full	Semi-supervised learning of types of temporal meanings in the Spanish lexicon
title_fullStr	Semi-supervised learning of types of temporal meanings in the Spanish lexicon
title_full_unstemmed	Semi-supervised learning of types of temporal meanings in the Spanish lexicon
title_sort	semi-supervised learning of types of temporal meanings in the spanish lexicon
publishDate	2017
url	http://sedici.unlp.edu.ar/handle/10915/65938 http://www.clei2017-46jaiio.sadio.org.ar/sites/default/files/Mem/ASAI/asai-03.pdf
work_keys_str_mv	AT grillpablo semisupervisedlearningoftypesoftemporalmeaningsinthespanishlexicon AT claassenmathias semisupervisedlearningoftypesoftemporalmeaningsinthespanishlexicon AT rosaaiala semisupervisedlearningoftypesoftemporalmeaningsinthespanishlexicon AT correahernan semisupervisedlearningoftypesoftemporalmeaningsinthespanishlexicon
bdutipo_str	Repositorios
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Semi-supervised learning of types of temporal meanings in the Spanish lexicon

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