Cyberbullying detection through deep learning: A case study of Turkish celebrities on Twitter

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dc.contributor.authorKaradağ, Bulut
dc.contributor.authorAkbulut, Akhan
dc.contributor.authorZaim, Abdul Halim
dc.date.accessioned2023-06-22T11:31:01Z
dc.date.available2023-06-22T11:31:01Z
dc.date.issued2023en_US
dc.departmentFakülteler, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description.abstractOne of the ways that celebs maintain their fame in the modern era is by posting updates and photos to social media platforms like Twitter, Instagram, and Facebook. Comments left on their posts, however, expose them to cyberbullying. Cyberbullying, as a form of electronic device-based harassment, negatively impacts the lives of individuals. Thirty famous people from the fields of acting, art, music, politics, sports, and writing were chosen for this research. These notable figures include the top five Twitter followers of Turkey in each demographic. Between December 2019 and December 2020, comment responses for each celebrity were collated. Using the Deep Learning model, we were able to detect abuse content with an accuracy of 89%. Additionally, the percentage of celebrities exposed to cyberbullying by group was presented.en_US
dc.identifier.doi10.3233/WEB-221805en_US
dc.identifier.endpage70en_US
dc.identifier.issue1en_US
dc.identifier.scopus2-s2.0-85161329698en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.startpage61en_US
dc.identifier.urihttps://hdl.handle.net/11467/6662
dc.identifier.urihttps://doi.org/10.3233/WEB-221805
dc.identifier.volume21en_US
dc.identifier.wosWOS:000970313800004en_US
dc.identifier.wosqualityQ4en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherIOS Press BVen_US
dc.relation.ispartofWeb Intelligenceen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectCyberbullying; deep learning; long short-term memory; social media analysis; Twitteren_US
dc.titleCyberbullying detection through deep learning: A case study of Turkish celebrities on Twitteren_US
dc.typeArticleen_US

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