ICON: Instagram Profile Classification Using Image and Natural Language Processing Methods

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dc.authorid0000-0002-7587-3127en_US
dc.authorid0000-0002-2553-1911en_US
dc.authorid0009-0000-8384-2083en_US
dc.authorid0000-0001-5195-8727en_US
dc.contributor.authorGüven, Ebu Yusuf
dc.contributor.authorBoyacı, Ali
dc.contributor.authorSarıtemur, Fatma Nur
dc.contributor.authorTürk, Zehra
dc.contributor.authorSütçü, Gizem
dc.contributor.authorTurna, Özgür Can
dc.date.accessioned2024-03-26T12:53:16Z
dc.date.available2024-03-26T12:53:16Z
dc.date.issued2023en_US
dc.departmentFakülteler, Mühendislik Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description.abstractThe use of social media has grown significantly, and businesses are now using these platforms to promote their products and services. To do this, companies have created business accounts on social networks. However, social media platforms can also be a breeding ground for unwanted behaviors such as cyberbullying, sexual content, and promotional comments. To address this issue, a study was conducted to create a system that could classify public accounts on Instagram by analyzing comments, profile pictures, bios, and posts shared by users with business accounts. First, a crawler was developed, and data were collected using this crawler and then anonymized. Next, the collected data were processed using natural language processing (NLP) techniques for text and image processing methods for images to extract features and create a dataset. Nearly 10 000 profiles and 30 000 comments from public accounts were manually tagged to create the classification model. The final model had an accuracy rate of 95% on the dataset, allowing for the effective identification of different types of business accounts on Instagram.en_US
dc.identifier.doi10.1109/TCSS.2023.3275428en_US
dc.identifier.scopus2-s2.0-85162702409en_US
dc.identifier.scopusqualityN/Aen_US
dc.identifier.urihttps://hdl.handle.net/11467/7200
dc.identifier.urihttps://doi.org/10.1109/TCSS.2023.3275428
dc.identifier.wosWOS:001005672400001en_US
dc.identifier.wosqualityQ1en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartofIEEE Transactions On Computational Social Systemsen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/restrictedAccessen_US
dc.subjectImage processing, natural language processing (NLP), profile and comment analysis, social media analyticsen_US
dc.titleICON: Instagram Profile Classification Using Image and Natural Language Processing Methodsen_US
dc.typeArticleen_US

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