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Journal : Journal of Information System, Applied, Management, Accounting and Research

ANALISIS SENTIMEN MASYARAKAT INDONESIA TERHADAP SEA GAMES 2023 DI TWITTER DENGAN METODE NAÏVE BAYES Dewi Sekar Arum; Sufajar Butsianto; Retno Fitri Astuti
JISAMAR (Journal of Information System, Applied, Management, Accounting and Research) Vol 7 No 3 (2023): JISAMAR (Agustus 2023)
Publisher : Sekolah Tinggi Manajemen Informatika dan Komputer Jayakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52362/jisamar.v7i3.1150

Abstract

This study aims to analyze the sentiment of Indonesian society towards SEA Games 2023 on the Twitter platform using the Naïve Bayes method. Data from Twitter users' responses related to SEA Games were collected and sentiment analysis was performed to identify positive, negative, and neutral responses. The analysis results showed that the majority of responses were positive (33.4%), followed by neutral responses (59.1%) and negative responses (7.5%). The Naïve Bayes method was used to classify sentiment by dividing the data into training and testing sets in different ratio comparisons. The performance of the algorithm was evaluated based on accuracy, precision, and recall. The testing results showed that the 40:60 ratio had the highest accuracy (92.70%). The most frequently occurring words in positive responses were "champion," "achieve," "national team," "gold," "medal," "win," "play," "already," "achievement," and "world." In negative responses, the most frequent words were "return," "incident," "lose," "ask," "fail," "minister of youth and sports," "opening," "until," "same," and "serious." Based on the analysis results, it is recommended that stakeholders leverage the positive sentiment to strengthen public support, conduct regular sentiment analysis, and further develop sentiment classification methods. This study provides insights into public perspectives on SEA Games 2023 and can serve as a basis for informed decision-making in the planning and execution of future sports events.
Co-Authors . Ermanto Abdul Halim Anshor Agung Nugroho Agus Suwarno Aguswin, Ahmad Ahmad Turmudi Zy Amali, Amali Ananda, Angga Thifal Ananto Tri Sasongko Andre Ardiansyah Andriani Andriani Andriani Andriani Anggi Muhammad Rifa'i Anggi Muhammad Rifai Anisah Purnamasari Aprila Hardi, Resty Arief Nur Hidayat ARIF SUSILO Aris Iskianto Aris Iskianto2 Arwan Sulaeman, Asep Asep Muhidin Asep Muhidin Baharudin, Arya Rifaldi Budi Rahardjo, Sugeng Candra Naya Candra Naya Dewi Sekar Arum Dian Riki Pangestu Dicky Winanda Santoso Donny Maulana Edi Tri Triwibowo Edi Tri Wibowo Edora Edora Edy Widodo Edy Widodo Eka Nur Arifin Eko Putra, Fibi Elkin Rilvani Endah Yaodah Kodratillah Ermanto Ermanto Fathurrahman, Humam Fauzi Ahmad Muda febriyanti febriyanti Herdiyan, Serly Humam Fathurrahman Ikhsan Romli Irfan, Yusuf Kodratillah, Endah Yaodah Makmun Effendi, M. Mamat Casmat Maryani Manik Maulana, Futuh Muhamad Fatchan Muhammad Faisal Muhammad Fatchan Muhammad Fikri Fauzan muhidin, asep Muhtajuddin Danny Naya, Candra Nindi Tya Mayangwulan Nurhali Saepudin Nurhali Saepudin Oktavianti, Risma Nadia Otib Subagja Pratama, Suria Puput Riyanti Purwanto Purwanto Putra, Irga Ramadhan Putri Riandani, Andini Raharjo, sugeng budi Ramadhan, Aldi Retno Fitri Astuti Rifa'i, Anggi Muhammad Romli S. Sunge, Aswan Selviana, Vina Setyaningrum, Retno Purwani Setyaningrum Setyawan, Wisnu Sifa Fauziah Sifa Fauziah, Sifa Siswandi , Arif Siswandi, Arif Siti Rahayu Sulaeman, Asep Arwan Sunge , Aswan S. Supriyanto Supriyanto, Asep Suratman Suratman Suy, Kaleb Syahlan Sugiarto Tedi, Nanang Triwibowo, Edi Turmud Zy, Ahmad Valentin*, M Ryan Bagus Wachid Hasyim, Wachid Widiyatmoko, Arif Tri Wiyanto Wiyanto Wiyanto Yolanda Alviana