Novel Turkish Sentiment Analysis System using ConvNet

dc.contributor.authorAlqaraleh, Saed
dc.date.accessioned2022-02-16T12:09:18Z
dc.date.available2022-02-16T12:09:18Z
dc.date.issuedJUL 2021en_US
dc.departmentHKÜ, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description.abstractIn this paper, an efficient model for the Turkish language sentiment analysis has been introduced. As Turkish is an agglutinative language, which requires spatial processing, an efficient pre-processing model was also implemented and integrated as a part of the developed system. In addition, the Deep Convolutional Neural Networks (ConvNet) have been integrated to build an efficient system. Several experiments using the "Turkish movie reviews" dataset have been conducted, and it has been observed that the developed system has improved the sentiment analysis system that supports the Turkish language and significantly outperforms the existing state-of-the-art Turkish sentiment analysis systems.en_US
dc.identifier.citationAlqaraleh, S. (January 01, 2021). Novel Turkish Sentiment Analysis System using ConvNet. The International Arab Journal of Information Technology, 18, 4.)en_US
dc.identifier.doi10.34028/18/4/7
dc.identifier.endpage561en_US
dc.identifier.issn1683-3198
dc.identifier.issue4en_US
dc.identifier.orcid0000-0002-7146-3905en_US
dc.identifier.scopus2-s2.0-85110421061
dc.identifier.scopusqualityQ2
dc.identifier.startpage554en_US
dc.identifier.urihttps://doi.org/10.34028/18/4/7
dc.identifier.urihttps://hdl.handle.net/20.500.11782/2567
dc.identifier.volume18en_US
dc.identifier.wosWOS:000707888900006
dc.identifier.wosqualityQ4
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherZARKA PRIVATE UNIVen_US
dc.relation.ispartofINTERNATIONAL ARAB JOURNAL OF INFORMATION TECHNOLOGY
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectSentiment analysisen_US
dc.subjectopinion miningen_US
dc.subjecttext classificationen_US
dc.subjectturkish languageen_US
dc.subjectconvolutional neural networksen_US
dc.subjectnatural language processingen_US
dc.titleNovel Turkish Sentiment Analysis System using ConvNet
dc.typeArticle

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