Polarity analisys od reviews based on the omission of asymetric sentences

dc.contributor.authorRoberto Rodríguez, John Alexander
dc.contributor.authorSalamó Llorente, Maria
dc.contributor.authorMartí Antonin, M. Antònia
dc.date.accessioned2019-02-25T15:05:28Z
dc.date.available2019-02-25T15:05:28Z
dc.date.issued2015-03-01
dc.date.updated2019-02-25T15:05:28Z
dc.description.abstractIn this paper, we present a novel approach to polarity analysis of product reviews which detects and removes sentences with the opposite polarity to that of the entire document (asymmetric sentences) as a previous step to identify positive and negative reviews. We postulate that asymmetric sentences are morpho-syntactically more complex than symmetric ones (sentences with the same polarity to that of the entire document) and that it is possible to improve the detection of the polarity orientation of reviews by removing asymmetric sentences from the text. To validate this hypothesis, we measured the syntactic complexity of both types of sentences in a multi-domain corpus of product reviews and contrasted three relevant data configurations based on inclusion and omission of asymmetric sentences from the reviews.
dc.format.extent8 p.
dc.format.mimetypeapplication/pdf
dc.identifier.idgrec653298
dc.identifier.issn1135-5948
dc.identifier.urihttps://hdl.handle.net/2445/128811
dc.language.isoeng
dc.publisherSociedad Española para el Procesamiento del Lenguaje Natural (SEPLN)
dc.relation.isformatofReproducció del document publicat a: http://journal.sepln.org/sepln/ojs/ojs/index.php/pln/article/view/5097
dc.relation.ispartofProcesamiento del lenguaje natural , 2015, num. 54, p. 77-84
dc.rights(c) Roberto, John et al., 2015
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess
dc.sourceArticles publicats en revistes (Matemàtiques i Informàtica)
dc.subject.classificationTractament del llenguatge natural (Informàtica)
dc.subject.classificationPolaritat (Lingüística)
dc.subject.classificationSintaxi
dc.subject.otherNatural language processing (Computer science)
dc.subject.otherPolarity (Linguistics)
dc.subject.otherSyntax
dc.titlePolarity analisys od reviews based on the omission of asymetric sentences
dc.typeinfo:eu-repo/semantics/article
dc.typeinfo:eu-repo/semantics/publishedVersion

Fitxers

Paquet original

Mostrant 1 - 1 de 1
Carregant...
Miniatura
Nom:
653298.pdf
Mida:
805.67 KB
Format:
Adobe Portable Document Format