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All Journal IDEAS: Journal on English Language Teaching and Learning, Linguistics and Literature Syntax Literate: Jurnal Ilmiah Indonesia Dirasah : Jurnal Studi Ilmu dan Manajemen Pendidikan Islam Jurnal Teknik Industri Terintegrasi (JUTIN) Jurnal ABDIKU Jurnal Kajian Ilmiah ELTALL: English Language Teaching, Applied Linguistic and Literature Bulletin of Information Technology (BIT) Jurnal Pengabdian Inovasi dan Teknologi Kepada Masyarakat Jurnal Indonesia Sosial Sains Journal of Artificial Intelligence and Digital Business UNNES International Conference on ELTLT Jurnal Ilmu Sosial, Humaniora dan Seni Dedication : Jurnal Pengabdian Masyarakat Kaluteros Jurnal Teologi dan Pendidikan Agama Kristen International Journal of Economic Entrepreneurship and Business Management Bara Aji. Jurnal Keimuan Bahasa Arab dan Pengajarannya ETERNAL: English Teaching Journal SOCED SASAMBO : Journal of Social Education Sasambo Open Access DRIVERset
Wahyuni , Sri
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Religion Arts Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mechanical Engineering Neuroscience Physics Social Sciences Other

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Journal : Bulletin of Information Technology (BIT)

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Analisis Sentimen Analisis Sentimen Publik Terhadap Pariwisata Aceh di Media Sosial X Menggunakan Algoritma Naive Bayes Classifier Yahya, Susilawati; Wahyuni , Sri
Bulletin of Information Technology (BIT) Vol 5 No 4: Desember 2024
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bit.v5i4.1700

Abstract

Aceh has been synonymous with negative perceptions among people outside the province. This is due to the prolonged armed conflict and the devastating tsunami in 2004. Despite these challenges, Aceh possesses abundant potential for tourism, including natural attractions, historical sites, cultural arts, and religious tourism. However, negative perceptions continue to influence tourists' decisions to visit Aceh. Therefore, this study aims to analyze public sentiment or public opinion towards Aceh's tourism using the Naive Bayes algorithm on the X (Twitter) social media platform. Data for this study was collected from tweets on X (Twitter) using the keyword "Aceh tourism" and then underwent several data pre-processing stages to improve data quality, including text cleaning, case folding, word normalization, tokenization, stop word removal, and stemming. Afterward, the Naive Bayes algorithm was applied to classify tweet sentiment into positive and negative categories. Model evaluation was conducted using a confusion matrix, accuracy, and classification report. The results showed that Naive Bayes performed well in classifying public sentiment with an accuracy of 81%. This analysis indicates that public perception towards Aceh's tourism has begun to shift positively, presenting a promising opportunity for the future development of Aceh's tourism sector.
Co-Authors Achmadi Achmadi Agil, Wahyu Firman Agung Firmansyah Agustiyani, Silvia Akbar Hayat, Muzahid Andadari , Miranda Hera Andadari, Miranda Hera Annurrohmah, Alfiana Apriadi , Robby Aprianto, Iwan Bhatari , Nabila Ayu Busthomi, Yazidul DEWI SARTIKA Dg Marumu , Moh. Nasir Eko Heriyanto Fadilla, Hilda Fadillah, Qori Febrianti, Bifania Ferdi Ferdi, Ferdi Fitri Nurdianingsih Hanifa Driantsani, Qonita Hartono, Rudi Husni Husni Illiyin, Ismi Kayyisah Isnyna, Zahro Shabina Izzatisselim, Zilvia Nur Kamalia , Ulfi Leka, Emil Salim Kahmi Maharani , Adinda Shalma Mahdayeni, Mahdayeni Masri, Esther Maulida Afriani , Sukma Misnah Misnah Noufal, Fatah An Nufriandini, Sharla Syafrina Nuha , Azaria Aflah Ulin Nurmi Nurmi, Nurmi Pratama, Welfiandi Hedy Prathomo , Joko Pratiwi, Reza Yunita Pu'adah Zahra, Rifa Nur Puji Haryanti , Rahayu Putra , Altaf Fibra Heryan Putra, Bilal Indra Rahmawaty , Ratih Refi Ranto Rozak Rifqi, Ahmad Hisyam Riki, M. Rohmah, Ima Isnaini Taufiqur Rohmah, Sabiqotur Roy Pieter Saniah , Siti Setyawan , Rifki Dwi Sevriyansah , Toni Sri Wuli Fitriati Sugeng Riyadi Sumartono , Sumartono Surozi , M. Khoirudin Syaputri , Sevira Annanda Tiara Nove Ria Veftiyas D. J , Elanda Widhiyanto Yahya, Susilawati Yelli Fitri Zakaria Sandy Pamungkas ZM , Hamidsyukrie zulfa Sakhiyya