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Evaluation of potential Spanish text markers on social posts asfeatures for polarity classification

dc.creatorCasasola Murillo, Edgar
dc.creatorLeoni de León, Jorge Antonio
dc.creatorMarín Raventós, Gabriela
dc.date.accessioned2019-11-18T16:40:33Z
dc.date.available2019-11-18T16:40:33Z
dc.date.issued2017
dc.description.abstractThis work describes the identification and evaluation process of potential text markers for sen-timent analysis. Evaluation of the markers and its use as part of the feature extraction processfrom plain text that is needed for sentiment analysis is presented. Evaluation of text markerobtained as a result of systematic analysis from a corpus over a second one allowed us to iden-tify that emphasized positive words are strong indicators for positive text. The second corpusallowed us to evaluate the relation between the polarity of emphasized words and the text theyappear in. Evaluation of the markers for polarity detection task in combination with a polarizeddictionary produced polarity classification average precision of 56% using only three markers.This are promising results compared to the top 69% obtained using more features and specializeddictionaries for the same taskes
dc.description.procedenceUCR::Vicerrectoría de Docencia::Ingeniería::Facultad de Ingeniería::Escuela de Ciencias de la Computación e Informáticaes
dc.description.procedenceUCR::Vicerrectoría de Investigación::Unidades de Investigación::Ingeniería::Centro de Investigaciones en Tecnologías de Información y Comunicación (CITIC)es
dc.description.procedenceUCR::Vicerrectoría de Docencia::Artes y Letras::Facultad de Letras::Escuela de Filología, Lingüística y Literaturaes
dc.description.sponsorshipUniversidad de Costa Rica/[]/UCR/Costa Ricaes
dc.description.sponsorshipMinisterio de Ciencia, Tecnología y Telecomunicaciones/[]/MICITT/Costa Ricaes
dc.identifier.citationhttp://www.clei.org/cleiej/index.php/cleiej/article/view/11
dc.identifier.doihttps://doi.org/10.19153/cleiej.20.1.5
dc.identifier.issn0717-5000
dc.identifier.urihttps://hdl.handle.net/10669/79876
dc.language.isoen_US
dc.rightsacceso abiertoes
dc.sourceClei Electronic Journal, vol. 20(1), pp. 1-12es
dc.subjectInformation retrievales
dc.subjectNatural language processinges
dc.subjectSentiment analysises
dc.subjectFeature vectorses
dc.subjectText classificationes
dc.titleEvaluation of potential Spanish text markers on social posts asfeatures for polarity classificationes
dc.typeartículo original

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