Building a New Sentiment Analysis Dataset for Uzbek Language and Creating Baseline Models

UDC.coleccionInvestigaciónes_ES
UDC.departamentoLetrases_ES
UDC.grupoInvLingua e Sociedade da Información (LYS)es_ES
UDC.journalTitleProceedingses_ES
UDC.volume21es_ES
dc.contributor.authorKuriyozov, Elmurod
dc.contributor.authorMatlatipov, Sanatbek
dc.date.accessioned2019-08-09T09:24:57Z
dc.date.available2019-08-09T09:24:57Z
dc.date.issued2019-08-02
dc.description.abstract[Abstract] Making natural language processing technologies available for low-resource languages is an important goal to improve the access to technology in their communities of speakers. In this paper, we provide the first annotated corpora for polarity classification for Uzbek language. Our methodology considers collecting a medium-size manually annotated dataset and a larger-size dataset automatically translated from existing resources. Then, we use these datasets to train sentiment analysis models on the Uzbek language, using both traditional machine learning techniques and recent deep learning models.es_ES
dc.description.sponsorshipMinisterio de Economía y Empresa; TIN2017-85160-C2-1-Res_ES
dc.description.sponsorshipXunta de Galicia; ED431B 2017/01es_ES
dc.identifier.citationKuriyozov, E.; Matlatipov, S. Building a New Sentiment Analysis Dataset for Uzbek Language and Creating Baseline Models. Proceedings 2019, 21, 37.es_ES
dc.identifier.issn2504-3900
dc.identifier.urihttp://hdl.handle.net/2183/23667
dc.language.isoenges_ES
dc.relation.urihttps://doi.org/10.3390/proceedings2019021037es_ES
dc.rightsCreative Commons License Attribution (CC BY 4.0)es_ES
dc.rights.accessRightsopen accesses_ES
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/es/*
dc.subjectSentiment analysis datasetes_ES
dc.subjectUzbek languagees_ES
dc.subjectSentiment classificationes_ES
dc.subjectNatural language processinges_ES
dc.subjectDeep learninges_ES
dc.titleBuilding a New Sentiment Analysis Dataset for Uzbek Language and Creating Baseline Modelses_ES
dc.typejournal articlees_ES
dspace.entity.typePublication

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