Sentiment Analysis with Various Deep Learning Models on Movie Reviews

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dc.authorscopusid57203003458en_US
dc.authorscopusid56495320500en_US
dc.contributor.authorBasarslan, M.S.
dc.contributor.authorKayaalp, F.
dc.date.accessioned2024-08-23T16:07:33Z
dc.date.available2024-08-23T16:07:33Z
dc.date.issued2022en_US
dc.departmentDüzce Üniversitesien_US
dc.description2022 International Conference on Artificial Intelligence of Things, ICAIoT 2022 -- 29 December 2022 through 30 December 2022 -- Istanbul -- 188710en_US
dc.description.abstractSocial media have led to the development of artificial intelligence tasks such as sentiment analysis to see whether people's posts have a positive or negative effect on other people. Ideas that affect society directly or indirectly about various domains, such as a movie or a meal, are very important for many business operations. This paper presents a sentiment analysis study which was carried out with 7 models based on various methods of deep learning algorithms on IMDB dataset. The best result was obtained with the model consisting of 2 Bi-LSTM and 2 dropout layers with 80%-20% train-test separation and an accuracy value of 88.21%. © 2022 IEEE.en_US
dc.identifier.doi10.1109/ICAIoT57170.2022.10121745
dc.identifier.isbn979-835039676-8en_US
dc.identifier.scopus2-s2.0-85160547538en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://doi.org/10.1109/ICAIoT57170.2022.10121745
dc.identifier.urihttps://hdl.handle.net/20.500.12684/14726
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartofProceedings - 2022 International Conference on Artificial Intelligence of Things, ICAIoT 2022en_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectDeep Learningen_US
dc.subjectNeural Networksen_US
dc.subjectSentiment Analysisen_US
dc.subjectText Representationen_US
dc.subjectLearning algorithmsen_US
dc.subjectLearning systemsen_US
dc.subjectLong short-term memoryen_US
dc.subjectBusiness operationen_US
dc.subjectDeep learningen_US
dc.subjectLearning modelsen_US
dc.subjectModel-based OPCen_US
dc.subjectMovie reviewsen_US
dc.subjectNeural-networksen_US
dc.subjectSentiment analysisen_US
dc.subjectSocial mediaen_US
dc.subjectText representationen_US
dc.subjectSentiment analysisen_US
dc.titleSentiment Analysis with Various Deep Learning Models on Movie Reviewsen_US
dc.typeConference Objecten_US

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