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All Journal Jurnal Jurusan Ilmu Keolahragaan Media Ilmu Keolahragaan Indonesia Jurnal Keolahragaan Jurnal Obsesi: Jurnal Pendidikan Anak Usia Dini Paedagoria : Jurnal Kajian, Penelitian dan Pengembangan Kependidikan JURNAL PENDIDIKAN TAMBUSAI JUARA : Jurnal Olahraga At-Ta'lim : Media Informasi Pendidikan Islam JOSSAE (Journal of Sport Science and Education) Jurnal Abdidas JSES : Journal of Sport and Exercise Science Studies in Philosophy of Science and Education Bima Loka: Journal of Physical Education Lumbung Inovasi: Jurnal Pengabdian Kepada Masyarakat Jurnal EduHealth Jurnal Keolahragaan Asean Journal of Sport for Development and Peace Journal of Coaching and Sports Science Journal of Information System, Technology and Engineering Jurnal Kesehatan Mahardika ACPES Journal of Physical Education, Sport, and Health
Muchamad Arif Al Ardha
Universitas Negeri Surabaya
Humanities Biochemistry, Genetics & Molecular Biology Computer Science & IT Dentistry Education Environmental Science Health Professions Immunology & microbiology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Veterinary Other

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Journal : Journal of Information System, Technology and Engineering

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Application of Naïve Bayes Classification to Analyze Performance Using Stopwords Jefriyanto, Jefriyanto; Ainun, Nur; Ardha, Muchamad Arif Al
Journal of Information System, Technology and Engineering Vol. 1 No. 2 (2023): JISTE
Publisher : Yayasan Gema Bina Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61487/jiste.v1i2.15

Abstract

Based on current data, there has been an increase in social media users, which shows that more and more people are using social media as a place to express themselves and their emotions. This will generate thousands of tweets within a day. The tweet data is processed so that it is useful for stakeholders who need it to help them make a decision. Because sentence structures on social media are often irregular, pre-processing is necessary to make tweet sentences normal. Stemming and Stopwords are pre-processing techniques that are widely used in sentiment analysis. In previous studies, there were indications that its use did not have a significant effect on accuracy. In this study, the authors divide it into four models: using stemming and stopwords and without using stemming and stopwords. Data using stemming gets the best results with an f1-score of 65%. These results indicate an increase in performance in the use of stemming and stopwords using Multi-class Naive Bayes
Co-Authors Abdillah, Muhammad Zakka Fikri Abdul Rachman Syam Tuasikal Achmad Widodo Adlin Adlin Advendi Kristiyandaru Agung Prijo Budijono Ahmad Hamidi Ainun Zulfikar Rizki Aji, Redyte Setio Ali Maksum Anggara Setya Saputra Angkit Kinasih Annamayra, Ajeng Anung Priambodo Arbaan, Jay Mark Arhesa, Sandra Ayubi, Novadri Bakhri, Rafdlal Saeful Bambang Ferianto Tjahyo Kuntjoro Bikalawan, Sauqi Sawa Bonifacius Arbanto Cahyo Wibowo Catur Supriyanto Chaeroni, Ahmad Chung Bing Yang Chung Bing Yang Dedy Irawan Dessy Putri Wahyuningtyas Dolly Riri Ramdhanu Jamel Sutiyan Dwi Cahyo Kartiko Dzulkifl, Dzulkifl Eddy Silamat Eddy Silamat, Eddy Endang Sri Wahjuni, Endang Sri Erta Fahimul Amri Fathir, Lucy Widya Fifukha Dwi Khory Firmansyah, Achmad Dwi Firmansyah, Awang GATOT DARMAWAN Gede Doddy Tisna MS Gita Febria Friskawati Guntara, Rangga Gelar Hamdani Hamdani hapsari Shinta Citra Puspita Dewi Heliza Rahmania Hatta Heryanto Nur Muhammad I Made Sriundy Jefriyanto, Jefriyanto Johansen Hutajulu Kartika Rinakit Adhe, Kartika Rinakit Kolektus Oky Ristanto Krisbiantoro, Dhoni Wahyu Kukuh Pambuka Putra Kumaat, Noortje Anita Kurniawan, Akbar Said Kusdinar, Yopi Laksono Trisnantoro Lin, wei Jhe Malik, Arief Abdul Mochamad Ridwan Mohammad Fathur Rohman Muhammad Muhyi, Muhammad Mutohir, Toho Cholik Nanik Indahwati NANIK INDAHWATI Nilan, Fariha Ningsih, Yuni Fitriyah Nining Widyah Kusnanik Noor Fazariah Handayani Nugraha, Muhammad Rizki Nur Ainun Nur, Lutfi Nurhasan Nurhasan Nurhasan Nurhasan, Nurhasan Nurul Ikawati Ory Syafari Jamel Sutiyan Panenggak, Nur Syahadati Retno Pembayun, Nur Shanti Retno Prasetya, Muhammad Reza Azis Prasetya, Reza Aziz Prasetyo, Yosi Aji Priantoro, Bimo Bintang PRIMANATA, DANI Purwati Purwati Putro, Andika Bayu RISTIAWAN, BAYU Rizki, Ainun Zulfikar Rohmatul Maulidiya Roza, Nelli SETIYO HARTOTO Sidi, Agam Allende Sidik, Rizky Muhammad Sri Sumartiningsih Sri Widayati Syamsuryanita Syamsuryanita Taufiq Hidayat Teten Hidayat, Teten Tingsapat, Suthana Utomo, Fadli Nashrullo Putra Vega Candra Dinata Wachid Sugiharto, Wachid Wahyu Dwi Kurniawan Wei Jhe Lin Wigraha, Sheva Edhu Wulan Patria Saroinsong Yang, Chung Bing YUSUF FUAD