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All Journal Bulletin of Electrical Engineering and Informatics Scan : Jurnal Teknologi Informasi dan Komunikasi Jurnal Informatika dan Teknik Elektro Terapan Jurnal Sistem Informasi dan Bisnis Cerdas Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer JIEET (Journal of Information Engineering and Educational Technology) JUTIM (Jurnal Teknik Informatika Musirawas) UNTAG Law Review Jurnal Teknik Elektro dan Komputasi (ELKOM) JATI (Jurnal Mahasiswa Teknik Informatika) CICES (Cyberpreneurship Innovative and Creative Exact and Social Science) Journal Cerita: Creative Education of Research in Information Technology and Artificial Informatics Jifosi Jurnal Pengabdian kepada Masyarakat Nusantara Nusantara Science and Technology Proceedings SOCIAL CLINICAL PHARMACY INDONESIA JOURNAL Jurnal Informatika Teknologi dan Sains (Jinteks) Journal of Governance and Administrative Reform Jurnal Teknik Informatika dan Teknologi Informasi Teknik: Jurnal Teknik Mesin, Elektro dan Ilmu Komputer Jurnal Informatika Polinema (JIP) Router : Jurnal Teknik Informatika dan Terapan Neptunus: Jurnal Ilmu Komputer dan Teknologi Informasi
Retno Mumpuni
Program Studi.Informatika, UPN Veteran Jawa Timur
Agriculture, Biological Sciences & Forestry Humanities Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : Router : Jurnal Teknik Informatika dan Terapan

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Studi Performa TF-IDF dan Word2Vec Pada Analisis Sentimen Cyberbullying Ahmad Hilman Dani; Eva Yulia Puspaningrum; Retno Mumpuni
Router : Jurnal Teknik Informatika dan Terapan Vol. 2 No. 2 (2024): Juni : Router: Jurnal Teknik Informatika dan Terapan
Publisher : Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/router.v2i2.76

Abstract

On August 14, 2023, Indonesia had approximately 228 million social media users, a number that is expected to continue growing to reach 267 million by 2028. Social media can be used to spread both positive and negative information, and one of the various negative effects is cyberbullying. Consequently, much research is conducted in the field of machine learning to develop sentiment analysis. One crucial step in sentiment analysis is word weighting. The two most common word weighting methods are TF-IDF and Word2Vec. These methods can be compared to determine which one produces better classification results, allowing cyberbullying sentiments on social media to be detected more accurately. Based on nine test scenarios, the final results showed that TF-IDF performed better than Word2Vec in this study, with an accuracy of 84%.
Co-Authors Ach.Diki Prasetyo, Ach.Diki Prasetyo Aditiawan, Firza P. Affandi, Masfi Ulil Afina Lina Nurlaili Ahmad Hilman Dani Akbar, Fawwaz Ali Alatas, Amirah Alvian Dwiangga Wijaya Alvian Dwianngga Wijaya Amirah Tsany Alatas Andreas Nugroho Sihananto Anggriawan, Teddy Prima Ani Dijah Rahajoe Arfiqi, Fawwaz Aulia N, Rayhan Basuki Rahmat Budi Nugroho Burhanuddin Muhammad Zhirof Damayanti, Alfina Davila Erdianita Dicky Satria Mahendra Endang Sholihatin Eva Yulia Puspaningrum Fadillah, Mochamad Nor Faisal Muttaqin Farhana, Hafi Ihza Faruq Asshegaff, M. Alvin Fetty Tri Anggraeny Fian Pahothon Sukawidayanta, Octavianus Firza Prima Aditiawan Hamzah Dimas Syah Reza Hendra Suryawan, Danil Henni Endah Wahanani Herdi Rofaldi Lina Nurlaili, Afina Lintas, Ilham Lintas Perdana M. Syahrul Munir Made Hanindia Prami Swari Mahanani, Anajeng Esri Edhi Mandyartha, Eka Prakarsa Mochamad Nor Fadillah Nugroho Gultom, Wahyu Nurlaili, Afina Lina Pande Putu Sunaryang Yogam Prasanta Pramnesti, Adisty Regina Ramadhan, Dimas Dharu Rizki, Agung M. Rizky Parlika, Rizky Ronggo Alit Roziana Febrianita Sanjaya, Alvian Dwi Satria, Ramadhan Dani Septian Anggraini, Safira Septyono, Muhammad Bagas Setiawan, Rienaldi Sugiarto Syahrul Munir Tarigan, Puji L. Thooriqoh, Hazna At Vita Via, Yisti Wariyanti Nugroho Putri Winata, Chycik Ayu Yisti Vita Via yisti vita via