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All Journal Jurnal Pendidikan Matematika dan IPA Journal of Education and Learning (EduLearn) Kreano, Jurnal Matematika Kreatif-Inovatif Rekayasa: Jurnal Penerapan Teknologi dan Pembelajaran AKSIOMA: Jurnal Program Studi Pendidikan Matematika AlphaMath: Journal of Mathematics Education Jurnal Elemen JURNAL PROFESI KEGURUAN HISTOGRAM: Jurnal Pendidikan Matematika Union: Jurnal Ilmiah Pendidikan Matematika JRPM (Jurnal Review Pembelajaran Matematika) MUST: Journal of Mathematics Education, Science and Technology Numeracy : Jurnal Ilmiah Pendidikan Matematika Jurnal Pendidikan Matematika (Kudus) Jurnal Tadris Matematika SJME (Supremum Journal of Mathematics Education) Jurnal Cendekia : Jurnal Pendidikan Matematika JUMLAHKU: Jurnal Matematika Ilmiah STKIP Muhammadiyah Kuningan Prima: Jurnal Pendidikan Matematika Symmetry: Pasundan Journal of Research in Mathematics Learning and Education Journal of Authentic Research on Mathematics Eduacation (JARME) M A T H L I N E : Jurnal Matematika dan Pendidikan Matematika Delta: Jurnal Ilmiah Pendidikan Matematika JPMI (Jurnal Pembelajaran Matematika Inovatif) Jurnal Penelitian Pembelajaran Matematika Sekolah Mandalika Mathematics and Educations Journal SUPERMAT (JURNAL PENDIDIKAN MATEMATIKA) Griya Journal of Mathematics Education and Application Plusminus: Jurnal Pendidikan Matematika MATH-EDU: Jurnal Ilmu Pendidikan Matematika Jurnal Panjar: Pengabdian Bidang Pembelajaran Unnes Journal of Mathematics Education Unnes Journal of Mathematics Pedagogy : Jurnal Pendidikan Matematika Jurnal Didactical Mathematics Pattimura Proceeding : Conference of Science and Technology Edukasia: Jurnal Pendidikan dan Pembelajaran Takuana: Jurnal Pendidikan, Sains, dan Humaniora Jurnal Pendidikan Indonesia (Japendi) Journal of Mathematics Learning Innovation (JMLI) Jurnal Pendidikan dan Pengabdian Masyarakat Bookchapter Pendidikan Universitas Negeri Semarang Prosiding Seminar Nasional Pascasarjana Proceeding of International Conference on Science, Education, and Technology JME (Journal of Mathematics Education) Jurnal Pengembangan Pembelajaran Matematika Kreano, Jurnal Matematika Kreatif Inovatif Jurnal Tadris Matematika Jurnal Matematika Ilmiah Universitas Muhammadiyah Kuningan Jurnal Pendidikan MIPA JME (Journal of Mathematics Education) SJME (Supremum Journal of Mathematics Education) Mathema: Jurnal Pendidikan Matematika Eduma : Mathematics Education Learning and Teaching
Arief Agoestanto
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Journal : pattimura proceeding conference of science and technology

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Modeling of Naïve Bayes and Decision Tree Algorithms to Analyze Sentiment Related to Jaklingko Public Transportation on Social Media X (Twitter) Purnamasari, Agustria; Agoestanto, Arief
Pattimura Proceeding Vol 5 No 1 (2024): Prosiding Konferensi Nasional matematika (KNM) XXII Tahun 2024
Publisher : Pattimura University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30598/ppcst.knmxxiiv5i1p67-78

Abstract

Technological developments have changed the way people access information and share opinions through the internet and social media such as X (Twitter). Public sentiment is now crucial in evaluating public services, especially in the era of advanced information technology. As a metropolitan city, public transportation in DKI Jakarta plays an important role in economic, business and government activities. The Jaklingko initiative launched by the DKI Jakarta Provincial Government aims to provide efficient and affordable public transportation. This research implements and compares Naive Bayes and Decision Tree classification methods to perform sentiment analysis of twitter users opinions regarding Jaklingko into positive and negative categories. Data was collected by crawling using tweet_harvest which obtained 6001 tweets about Jaklingko, then text preprocessing was carried out. Word weighting is done using the TF-IDF method to give value to each term in the document, and sentiment labeling is done using the Vader Lexicon library. The data is divided into training and testing data with a ratio of 80%:20% for the classification process. Evaluation of the method is done using confusion matrix. The results showed that the accuracy of Naive Bayes reached 84.9% and Decision Tree reached 84.2%. The wordcloud visualization depicts negative words including vehicle stoppage, bad driver attitude, and envy from people in other cities. Meanwhile, positive words included free system, useful programs, and user convenience. This research provides an in-depth understanding of public opinion towards Jaklingko, with potential implications for improving public transportation services in Jakarta.
Co-Authors 'Aisyah Rahmatu Laili Adi Nur Cahyono Afifah, Siti Atiatul AGUSTINA, SELY Ahmad Badawi, Ahmad Ahmad Ijlal Abdika Ahmad Musyafak Akbar Dakha Prabowo Amalliyah, Nor Amin Suyitno Annisa Salma Zakiyyah Apriliani, Yustika Rakhma Arie Wahyuni Artanto, Noviesag Ary Woro Kurniasih Asani, Fityan Asih, Tri Sri Noor Aulia Itsnaini Yasmin Az Zahra Aziiza Andanawarih Utoyo Azizia, Ananda Jullailatul Bambang Eko Susilo Bambang Eko Susilo Bambang Eko Susilo Budi Waluya Cahya, Nabella Dwi Chansa Adhista Syahira Cholifah Cholifah Deby Ashri Khardita Dewi, Ardhyani Yunika Dewi, Elok Tri Kusuma Dewi, Nuriana Rachmani Dian Widianingrum Dr. Masrukan, Dr. Dwijanto Dwijanto Eko Andy Purnomo Endang Retno Winarti Fani Laffanillah Fani Fathiya, Rina Nurul FAUSTINA, RIZA SILVIA Fifqi Inayah G. Gunawan Hamidah . Hamidah Hamidah Hanif Jauhar Noor Hanif Jauhar Noor Hardi Suyitno Harti, Laela Sih Hery Sutarto Hikmah, Al Ihtiani, Ana Ika Fitriani Fitriani Inayah, Fifqi Iqbal Kharisudin Ismail, Aldiansyah Isnaini Rosyida Isnarto Isnarto Isnarto Isnarto, Isnarto Isti, Nur Aisyah Iwan Junaedi Jaka Wijaya Kusuma Jatnika, Sugih Nugraha Jezlina Hamid Kartono , Khardita, Deby Khasanah, Nor Khasmarawati, Vinda Khoirunnisa, Farah Dina Kinasih, Sekar Kristina Wijayanti Kristina Wijayanti Latifah, Nana Umi LILIK SUPONO Lilik Supono Lilik Supono Mahfiyah, Amaliyatul Mariani, Scholastika Marissa, Erlinda Isulis Mashuri - Mashuri Mashuri Masrukan Masrukan Masrukan Masrukan Masrukan Masrukan Masturina Hamid, Ellya Miranti, Nawang Kusuma Muchammad Imron Muchtar Adam Muachor Muhammad Fayakuun Muhammad Iqbal Muhammad Kharis Muhammad Kharis Muhammad Rizcky Kurniawan Muhammad Syaiful Rohman Syaiful Muhammad Zuhair Zahid, Muhammad Zuhair Muklis Nur Saifudin Mulyono Mulyono Mulyono Mulyono Mulyono Mulyono Mustofa Mustofa Ni’mah, Roudlotin Nino Adhi, Nuriana Rachmani Dewi Noor, Hanif Jauhar Noverianto, Bebyd Nuriana Rachmani Dewi Nuriana Rachmani Dewi (Nino Adhi) Nurintya, Fairusz Hanan Nurintya, Fairuz Hanan Nurkaromah Dwidayati, Nurkaromah Nurmalita Ayu Malinda Octalia, Rembulan Permata Oktaviyanty, Hetty Pamungkas, Reki Gilang Paradita, Evelyn Paramitha, Witha Permanawati, Fitra Inda Priyanto, Oei Yuda Setiyo Puji Handayani Purnamasari, Agustria Purnomo, Dhidik Joko Putriaji Hendikawati Rakhmawati, Vitania Ratih Kusumawati Ratri Rahayu Rekyan Ananta Vera Riza Arifudin Rochmad - Ruliana Ruliana, Ruliana Saputro, Didik Adi sari, atmira qurnia Savitri, Soviana Nur Savitri, Sukma Nur Scholastika Mariani Scolastika Mariani Septiana, Meli Setiyawan, Ali Akhmad Siswahyudianto Sopyyev, Ylyas St. Budi Waluya Sugiman Sugiman Sugiman Sukestiyarno Sukestiyarno Sukestiyarno Sukestiyarno Sunarmi Sunarmi Supono, Lilik Syaharani, Erdita Aulia Syarifah, Lailatus T.D. Setyaningsih, T.D. Tania, Nova Tsania Rahma Azzahra Ula Himatul Aliyah Vena Ulya Maulida Vera Dewi Susanti Vera Dewi Susanti Vera Dewi Susanti Wahyu Nur Annisa Walid Walid, Walid Wardono Wardono Wijaya, Linda Winanti, Kresni Winanti, Kresni Wuryanto Wuryanto YL Sukerstriyarno YL Sukestiyarno YL Sukestriyarno Yohanes Leonardus Sukestiyarno Yulianto, Dimas Arif Yuliyani Yuliyani, Yuliyani Yuni Frazwanti Zaenuri Mastur Zulfa Dayyinati Fa'izulloh