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All Journal IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Jurnal Edukasi dan Penelitian Informatika (JEPIN) JURNAL MEDIA INFORMATIKA BUDIDARMA Jurnal Komputasi INOVTEK Polbeng - Seri Informatika Jurnal Teknoinfo JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Building of Informatics, Technology and Science Journal of Computer System and Informatics (JoSYC) Jurnal Informatika dan Rekayasa Perangkat Lunak Jurnal Data Mining dan Sistem Informasi Jurnal Teknologi dan Sistem Informasi Journal Social Science And Technology For Community Service Bulletin of Data Science Jurnal Ilmiah Sistem Informasi Akuntansi (JIMASIA) Journal of Engineering and Information Technology for Community Service Malcom: Indonesian Journal of Machine Learning and Computer Science Jurnal Ilmiah Computer Science Jurnal Informatika: Jurnal Pengembangan IT Journal of Artificial Intelligence and Technology Information Journal of Information Technology, Software Engineering and Computer Science International Journal of Informatics and Data Science
Isnain, Auliya Rahman
Fakultas Teknik Dan Ilmu Komputer, Universitas Teknokrat Indonesia
Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Library & Information Science Mathematics Social Sciences Other

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Journal : Building of Informatics, Technology and Science

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Analisis Sentimen Masyarakat terhadap Penggunaan Sepeda Listrik pada Anak-Anak di Media Sosial X Menggunakan Metode SVM Lestari, Rohmah Dewi; Isnain, Auliya Rahman
Building of Informatics, Technology and Science (BITS) Vol 6 No 3 (2024): December 2024
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v6i3.6431

Abstract

The use of electric bicycles among children is becoming increasingly popular in Indonesia. While offering practicality and mobility efficiency, their usage raises safety concerns, especially for children on the road. Public opinions on this issue are widely discussed on social media platform X (Twitter), with some supporting their use due to practicality and eco-friendliness, while others advocate stricter regulations to ensure children’s safety. This study analyzes public sentiment toward the use of electric bicycles for children using the Support Vector Machine (SVM) method. Data was collected through a crawling process on social media X using the Tweet Harvest tool, resulting in 3,565 entries. The data underwent preprocessing and translation into English for sentiment analysis using TextBlob. Sentiments were labeled, identifying 1,737 negative sentiments (64.24%) and 967 positive sentiments (35.76%). The dataset was divided into 80% for training and 20% for testing. An SVM model with a linear kernel was applied for classification. Performance evaluation using a confusion matrix showed 0.84 accuracy, precision scores of 0.84 (negative) and 0.85 (positive), recall scores of 0.92 (negative) and 0.71 (positive), and F1-scores of 0.88 (negative) and 0.78 (positive). The findings reveal that public sentiment predominantly reflects concerns about children’s safety risks.
Co-Authors Adam Indra Sakti Ade Dwi Putra Ade Surahman Adhie Thyo Priandika Ady Chandra Agung Saputra Agus Sihabuddin Ahmad Ari Aldino Aidil Akbar Alita, Debby Andi Nurkholis Andrian, Eka Aprian Nuriansah Aprilia, Ni Wayan Ayu Sekar Ari Wibowo Bagus Miftaq Hurohman Bakti Eka Putra Deby Sintia Amelia Dedi Darwis Dinda Ayu Prasticha Donaya Pasha Elvano Delisa Mega Fatriade Saputra Fenty ariany Fikri Hamidy Heni Sulistiani Ikbal Yasin Ikbal Yasin Indah Sari Jepi Supriyanto Jepi Supriyanto Lestari, Rohmah Dewi Lili Andraini Linda Yunita M Agung Saputra Mesran, Mesran Muhammad Indigo Muhammad Pajar Kharisma Muhammad Pajar Kharisma Putra Nadia Apriliza Neneng Neneng Nirwana Hendrastuty Nurman Satya Marga Nurman Satya Marga Nuroji Nuroji Oktavia, Ingrid Permata Permata Priandika, Arjuna Priskilia Lovika Prita Dellia Qadhli Jafar Adrian Rido Febriansyah Rika Mersita Romadhona, Waldy Ryan Randy Suryono Sanriomi Sintaro Saputra, Dany Eka Setiawan, Samuel Budi Setiawansyah Setiawansyah Styawati Styawati Taufiq Martiwansyah Very Hendra Saputra Wahyudi, Agung Deni Wang, Junhai Yasinta Ismi Yohanes Suyanto Yunita Yunita Yuri Rahmanto Zaenal Abidin Zai, Charles Zulfa Nabila