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All Journal Teknika ELEKTRO SAMUDERA RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Techno Nusa Mandiri : Journal of Computing and Information Technology METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi KOMIK (Konferensi Nasional Teknologi Informasi dan Komputer) Building of Informatics, Technology and Science Jurnal Vokasi JTIK (Jurnal Teknik Informatika Kaputama) Jurnal Ners Jurnal Tekinkom (Teknik Informasi dan Komputer) JUKI : Jurnal Komputer dan Informatika MEANS (Media Informasi Analisa dan Sistem) International Journal of Engineering, Science and Information Technology International Journal of Research in Vocational Studies (IJRVOCAS) TECHSI - Jurnal Teknik Informatika Sisfo: Jurnal Ilmiah Sistem Informasi Jurnal Teknologi Terapan and Sains 4.0 Journal of Mathematics Instruction, Social Research and Opinion Journal of Advanced Computer Knowledge and Algorithms Jurnal Solusi Masyarakat Dikara INOVTEK Polbeng - Seri Informatika JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) ITEJ (Information Technology Engineering Journals)
Eva Darnila
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Journal : journal of advanced computer knowledge and algorithms

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Independent Campus Student Exchange Sentiment Analysis Using SVM Irhami, Putri; Darnila, Eva; Fadlisyah, Fadlisyah
Journal of Advanced Computer Knowledge and Algorithms Vol 1, No 2 (2024): Journal of Advanced Computer Knowledge and Algorithms - April 2024
Publisher : Department of Informatics, Universitas Malikussaleh

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29103/jacka.v1i2.14902

Abstract

Support Vector Machine (SVM) is a machine learning method that is widely used for regression and classification problems, especially application review classification. Student exchange is one of the programs that universities must prepare. The student exchange program is intended to reduce the problem of disparities in educational facilities and infrastructure in Indonesia. The advantage of student exchange is that they can manage their time, have high awareness in communicating, are able to admit when they experience problems and need help, independent student exchange offers study options of up to 20 credits, both covering Higher Education Recipients courses and activities in the form of the Nusantara Module. Additionally, students are offered the option to register for a maximum of 6 credits of higher education online. The method used in this research is the SVM algorithm, the dataset used consists of 1000 comment reviews with a ratio of 70;30. This research was implemented in a web system using the Python programming language. Of the 300 test data implemented with 700 training data. The Support Vector Machine (SVM) algorithm in classifying review data obtained the highest accuracy in dividing training data & test data 70:30 at 85.00% then precision 28.33%, recall 33.33%
Co-Authors Ade Muana Husniati Ainol Mardhiah Angaw, Mariance Wulan Asrianda Asrianda Bakti Viyata Sundawa Cindenia Puspasari Cut Agusniar Cut Dewi Aida Soraya Cut Fadhilah Dela, Monisa Dhyra Gibran Alinda Dinata, Rozzy Kesuma Ermatita - Fadisar, Nanda Fadlisyah Fadlisyah Fajriana , Fajriana Fajriana, Fajriana Febrin Aulia Batubara Fuadi, Wahyu Hafiz Al-Kautsar Hafni Hafni Hafni Hafni Harahap, Lina Mardiana Hazmanan Khair Hizamrul jaen Ichsan ilham - sahputra Irhami, Putri Iwan Pahendra jaen, Hizamrul Jannah, Rauzatul Japirman Purba Khainesya Khainesya Khairunnisa Khairunnisa Khalid Mawardi Lidya Rosnita Lina Mardiana Harahap M. Althaf Kiram Mandala, Rizki Maryana Maryana Maryana Maryana Maryana, Maryana Marzuki, Sinambela Mauliza, Mauliza Melly Yani Melly Melly, Melly Yani Melodi, Balqis Muhammad Azmi, Muhammad Muhammad Fikry Muhammad Iqbal Muhammad Iqbal Muhammad Rivai Muhammad Rizki Muhammad Rizki Mukti Qamal Mutammimul Ula Nasution, Tuti Adi Tama Nazimah Nazimah Nazira Nazira Nazira Nazira Nilahayati Nunsina Nunsina, Nunsina Nurahma, Syahfitri Nurdin Nurdin Nurfaiza Nursanti Nursanti Nursanti Nursanti Pane, Syamsul Buchori Ramadani, Suci Rauzatul Jannah Razi, Ar Razif Razif Rina Julita Rini Meiyanti Risawandi, Risawandi Ritonga, Maya Syarah Rozzi Kesuma Dinata Safrizal Safrizal Safwandi Safwandi Salsabila, Cut Syahira Sari Erliani Serlina Serlina Sinambela Marzuki Suci Ramadani Syaiful Bahri Syamsul Buchori Pane Teguh Rahayu TONNI LIMBONG Ulvityatni Wahyu Fuadi Widyana Verawaty Siregar Yaumil Iksan Zahratul Fitri, Zahratul Zara Yunizar