Main Article Content
Abstract
Southeast Asian Games or SEA Games is a Southeast Asian sporting event held every 2 years, where the participants are 11 member countries of the Association of Southeast Asian Nation (ASEAN). Cambodia was chosen as the host for the 2023 SEA Games. The implementation of the SEA Games in Cambodia experienced many controversies ranging from the inverted Indonesian flag to leaking lodging rooms for athletes. Social media Twitter became one of the places for netizens to express their opinions about the implementation of the SEA Games in Cambodia. This study aims to determine the level of tendency of positive, negative and neutral opinions through the sentiment analysis process. The sentiment analysis process is carried out using the Naive Bayes method, through five main stages, namely Data Selection, Preprocessing, Transformation, Data Mining, and Evaluation. The data used comes from Twitter users who use the hashtag "SEA Games Cambodia" then obtained data as many as 1595 tweets. The results of this study describe the results of Naive Bayes implementation and performance testing using confusion matrix obtained accuracy 66%, precision 70%, recall 66%, and f1-score 61%. and also obtained the results of the tendency of public opinion sentiment on Twitter with positive results as much as 49%, then negative results as much as 40% and neutral results as much as 11%.
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References
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- Hendriyanto, M. D., Ridha, A. A. & Enri, U. (2022). Analisis Sentimen Ulasan Aplikasi Mola Pada Google Play Store Menggunakan Algoritma Support Machine. Journal of Information Technology and Computer Science, V(1), pp. 1-7.
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- Riefky, M., & Pramesti, W. (2020). Sentiment Analysis of Southeast Asian Games (SEA Games) in Philippines 2019 Based on Opinion of Internet User of Social Media Twitter with K-Nearest Neighbor and Support Vector Machine. Jurnal Matematika, Statistika Dan Komputasi, XVII(1), pp. 26-41.
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- SEA Games 2023 - Phnom Penh 2023, Cambodia (2023). Available at: https://olympics.com/en/sport-events/2023-southeast-asian-games-phnom-penh. (Accessed: May 18, 2023).
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- Supriyanto, J., Alita, D., & Isnain, A. R. (2023). Penerapan Algoritma K-Nearest Neighbor (K-NN) Untuk Analisis Sentimen Publik Terhadap Pembelajaran Daring. Jurnal Informatika dan Rekayasa Perangkat Lunak, IV(1), pp. 74-80.
References
Agus, R. M. & Yuliandra, R. (2020). Persepsi Atlet Futsal Putra Universitas Teknorat Indonesia Terhadap Hipnoterapi Dalam Meningkatkan Konsentrasi Saat Bertanding. Jurnal Penjaskesrek, VII(2), pp. 274-288.
Cambodia 2023 (2023). National Olympic Committee of Cambodia. Available at: https://www.cambodia2023.com/about. (Accessed: May 18, 2023).
Gunston, J. (2023, May 17). SEA Games 2023 final medal table—Full list. Olympics.Com. Available at: https://olympics.com/en/news/southeast-asian-games-2023-medal-table-complete-list. (Accessed: May 18, 2023).
Harahap, Z. (2023, May 10). 5 Kontroversi SEA Games 2023 di Kamboja: Bendera Indonesia Terbalik hingga Kursi Plastik. Available at: https://www.bola.com/ragam/read/5281776/5-kontroversi-sea-games-2023-di-kamboja-bendera-indonesia-terbalik-hingga-kursi-plastik. (Accessed: June 28, 2023).
Hendriyanto, M. D., Ridha, A. A. & Enri, U. (2022). Analisis Sentimen Ulasan Aplikasi Mola Pada Google Play Store Menggunakan Algoritma Support Machine. Journal of Information Technology and Computer Science, V(1), pp. 1-7.
Husada, H. C. & Paramita, A. S. (2021). Analisis Sentimen Pada Maskapai Penerbangan di Platform Twitter Menggunakan Algoritma Support Vector Machine (SVM). Teknika, X(1), pp. 18-26.
Lifeware Teknologi untuk Indonesia (2021). Apa Itu Twitter & Bagaimana Cara Kerjanya?. Available at: https://www.lifewire.com/what-exactly-is-twitter-2483331. (Accessed: May 19, 2023).
Nurmadewi, D., Gusti, C. P., Hernanto, E. C., Ananda, F., Hutagalung, M. A., & Hikmah, N. (2023). Analisis Sentimen untuk Melihat Respon Masyarakat Terhadap Vaksin Pfizer. Journal of Technology and Informatics (JoTI), IV(2), pp. 77-80.
Riefky, M., & Pramesti, W. (2020). Sentiment Analysis of Southeast Asian Games (SEA Games) in Philippines 2019 Based on Opinion of Internet User of Social Media Twitter with K-Nearest Neighbor and Support Vector Machine. Jurnal Matematika, Statistika Dan Komputasi, XVII(1), pp. 26-41.
SEA Games 2023 'dihujani kritik', apa yang sebenarnya terjadi di Kamboja? (2023, May 13). Available at: https://www.bbc.com/indonesia/articles/cxwp37kr8p7o (Accessed: Mei 29, 2023).
SEA Games 2023 - Phnom Penh 2023, Cambodia (2023). Available at: https://olympics.com/en/sport-events/2023-southeast-asian-games-phnom-penh. (Accessed: May 18, 2023).
Siroj, S. M., Arwani, I. & Ratnawati, D. E. (2021). Analisis Sentimen Opini Publik pada Twitter terhadap Efek Pembelajaran Daring di Universitas Brawijaya menggunakan Metode K-Nearest Neighbor. Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer, V(7), pp. 3131-3140.
Supriyanto, J., Alita, D., & Isnain, A. R. (2023). Penerapan Algoritma K-Nearest Neighbor (K-NN) Untuk Analisis Sentimen Publik Terhadap Pembelajaran Daring. Jurnal Informatika dan Rekayasa Perangkat Lunak, IV(1), pp. 74-80.