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All Journal Bulletin of Electrical Engineering and Informatics Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Jurnal Teknik Elektro Prosiding SNATIF WARTA Khazanah Informatika: Jurnal Ilmu Komputer dan Informatika Komuniti : Jurnal Komunikasi dan Teknologi Informasi METHOMIKA: Jurnal Manajemen Informatika & Komputerisasi Akuntansi Jurnal ULTIMATICS International Journal of Elementary Education Indonesian Journal of Applied Informatics JASIEK (Jurnal Aplikasi Sains, Informasi, Elektronika dan Komputer) Indonesian Journal of Business Intelligence (IJUBI) Indonesian Journal of Electrical Engineering and Computer Science Computer Science and Information Technologies Community Development Journal: Jurnal Pengabdian Masyarakat Jurnal Teknik Informatika (JUTIF) Jurnal Pendidikan dan Teknologi Indonesia Jurnal Manajemen dan Teknologi Informasi Duta.com : Jurnal Ilmiah Teknologi Informasi dan Komunikasi Proceeding ISETH (International Summit on Science, Technology, and Humanity) Abdi Teknoyasa Mestro Prosiding Seminar Riset Mahasiswa International Conference on Education for All Jurnal Informatika Polinema (JIP) The Indonesian Journal of Computer Science Computing and Information System Journal
Yusuf Sulistyo Nugroho
Universitas Muhammadiyah Surakarta
Religion Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Public Health Social Sciences Other

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Journal : International Conference on Education for All

 1 
Exploring Algorithmic Approaches for Academic Interest Classification in Application: UMS Study Case Khoirunissa, Huda Aisyah; Nugroho, Yusuf Sulistyo
International Conference on Education for All Vol. 2 No. 1 (2024)
Publisher : Asosiasi Lembaga Pendidikan Tenaga Kependidikan Peguruan Tinggi Muhammadiyah dan Aisyiyah

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Abstract

The COVID-19 pandemic has led to new learning models at universities, posing challenges for educators and students. This situation will likely have an impact on the mental health of most students due to the lack of face-to-face interaction when distance learning is implemented. While social distancing is critical to reducing new cases of COVID-19, implementing new learning models at universities presents significant challenges. This study aims to categorize student interests in discussion room applications by applying machine learning model. The machine learning models employed include Random Forest, Naive Bayes, XGBoost, CatBoost, and LightGBM. The procedure of this research consists of several steps, starting from data collection, data preprocessing, classification, model evaluation, model testing, and deployment. The result shows that Random Forest has performed the best in this classification task compared to other four models. The testing result of the system shows that the recommended academic interest tags are mostly relevant to user preferences, accounting for 71.24%. In addition, this finding offers insights into addressing the pandemics impact on students and highlights technologys potential to improve the educational experience, emphasizing the need for increased mental health resources
Co-Authors Ad'haniata Intan Syafira Aji Ari Adam Aldo Brian Granada Amri Zadi Hudaya Ariefin Nur Hidayat Arifin, Yuli Fajar Aris Rakhmadi Balqis Aisyah Farahdiba, Balqis Aisyah Basith, Abdul Dedi Gunawan Devi, Keke Rachma Diah Priyawati Dimas Bayu Stiawan Dimas Bayu Stiawan Dwi Prastika, Annisa Dwi Sarbini Eko Wijayanto Emiliyawati, Nova Endang Wahyu Pamungkas Fadilatul Fajriyah, Rizqi Fadlillah, Umi Fadlillah, Umi Fatah Yasin Fatah Yasin Al Irsyad, Fatah Yasin Fatah Yasin Al Irsyadi Fikamelyalla, Naura Fikamelyalla, Naura Galardhia Zain Azzahra Ganno Tribuana Kurniaji Hardiyanto, Elviawan Riyani Septima Hepy Adityarini, Hepy Ihsan Cahyo Utomo Ihsan Fairuzsyifa, Ahya Iqbal Firdaus, Malvin Iqbal Ramadhani Islam, Syful Jan Wantoro Khoirunissa, Huda Aisyah Lidya Putri Arista M. Sholahuddin Mayasari, Andia Enggar Md. Javed Hoss Minalloh, Aldin Nasrun Mohammad Faqih Eza 'Ammar Muhammad Fahmi Johan Syah Naila Khairunnisa Nugraha, Keisha Jenny Maulida Nur Intan Permata Hati, Nur Intan Nur Rohmah, Arini Permatasari, Qisthoni Prilya Shanty Adrianie Puspitasari, Yuliana Raiffaza, Naufal Dzakia Rakhmadi, Aris Riszki Wijayatun Pratiwi riszki wijayatun pratiwi, riszki wijayatun Rohmah, Arini Nur Rokhanuddin, Sigid Salma, Triana Dewi Sari, Kiki Nur Indah Sashiomarda, Jihan Aulia Sholihah, Ianatush Sigid Rokhanuddin Silmina, Esi Putri Silmina, Esi Putri Sri Winiarti Suci Cahya Amalia Sukoco, Bambang Sulastri Syful Islam Syful Islam Tiara Danirmala Tiara Danirmala Winiarti, Sri Wuryaningsih Dwi Lestari, Wuryaningsih Dwi Yallah, M Hafidz Hasbi