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Firman Noor Hasan
Universitas Muhammadiyah Prof. Dr. Hamka
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Journal : JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH)

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Analisis Sentimen Komentar Netizen Terhadap Pembubaran Konser NCT 127 Menggunakan Metode Naive Bayes Nisa Qonita Rizkina; Firman Noor Hasan
Journal of Information System Research (JOSH) Vol 4 No 4 (2023): Juli 2023
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v4i4.3803

Abstract

The present rate of technological advancement has resulted in the rapid spread of information, which is easily available through social media platforms such as Twitter. Users of Twitter can send and read content in the form of text or videos using the facilities that Twitter itself offers. Numerous Twitter users have commented on the NCT 127 concert's recent dissolution, which has drawn both supportive and critical remarks. A dataset of 2451 tweets was created by gathering information from Twitter using the keyword "nct" between November 4 and November 6, 2022. The data was subsequently cleaned, yielding a total of 2451 useable data points. Labeling and the Naive Bayes algorithm were then applied to the data. The goal of this study was to count the number of favorable and unfavorable tweets and evaluate how well the Naive Bayes algorithm was applied. According to the trials done, there were 559 favorable remarks and 1,892 negative ones. The accuracy of the evaluation tests was 82.01%. Additionally, the analysis of negative sentiment produced a f1-score of 79.21%, a recall of 68.52%, and precision of 93.84%. Contrarily, the evaluation of positive attitude produced a f1-score of 84.15%, a recall of 95.50%, and a precision of 75.21%. The Naive Bayes method, it may be inferred, can categorize and process with a very consistent accuracy that approaches near-perfect outcomes.
Co-Authors Achmad Ramadhan Agus Fikri Ahmad Faiz Rahmatullah Ahmad Rizal Dzikrillah Ahmad Rizal Dzikrillah Ahmad Roshid Ahmad Syahril Alfandi Safira Allif Rizki Abdillah Allif Rizki Abdillah Allif Rizki Abdillah Ananda Bagas Pranata Ananda Prasta Warasati Janah Andika Saputra Ari Wibowo Arief Wibowo Arien Bianingrum Rossianiz Arvin Rafialdo Avis Tantra Mukti Avorizano, Arry Azhar Haikal Anwar Azhar Haikal Anwar Bagas Kembar Rezkyllah Bahrul Rozak Bahrul Rozak Dan Mugisidi Dandie Triyanto Desty Afni Dian Ainurrafik Afnan Sabili Dian Ainurrafik Afnan Sabili Diana Fitri Lessy Diana Fitri Lessy Dimas Febriawan Dion Parisda Ray Djeli Moh Yusuf Erizal Erizal Estu Sinduningrum Estu Sinduningrum Estu Sinduningrum Estu Sinduningrum Fadli Hardiyanto Putra Faisal Parsakh Nursyamsi Faisal Parsakh Nursyamsyi fajar sidik Fajar Sidik Faldy Irwiensyah Faldy Irwiensyah Farhan Bias Purnama Putra Farhan Nufairi Farhan Nufairi Fauzan Setya Ananto Fauzi Kurniawan Fayakun Kun Febriandirza, Arafat Hafizh Dhery Al Assyam Harry Ramzah Hibatullah Faisal Hibatullah Faisal Hilmy Zhafran Muflih Hilmy Zhafran Muflih I Ketut Sudaryana Ibnu Suhada Indra Ramadhan Indra Ramadhan Intania Widyaningrum Irawati Irawati Irfan Ricky Affandi Irfan Ricky Affandi Isa Faqihuddin Hanif Isnan Wisnu Prastiyo Kurniyati Nur Lingga Lita Astri Pramesti Luqman Abdur Rahman Malik Luthfi Akbar Ramadhan Meliyawati Mia Kamayani Mohammad Akhdaan Juliandra Muchammad Sholeh Muchammad Sholeh Muhamad Saiful Arif Muhammad Abid Fajar Muhammad Ikhwan Muhammad Ikhwan Muhammad Rafly Al Fattah Zain Muhammad Ridwan Mutiara Zahra Arifin Nisa Qonita Rizkina Nofendri, Yos Nunik Pratiwi Prastika Indriyanti Prista Afikah Rafli Erlangga Reisa Inayah Rian gustini Ridwan Maulana Subekti Rika Nurhayati Riyan Ariyansah Rizki Alamsyah Rizki Kamelia Rizky Ramdhani Sri Fitriani Tasya Rizki Salsabilla Tia Anggita Sari Wahyu Stiyawan Wanda Aulia Windi Al Azmi Zuhri Halim