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All Journal MATICS : Jurnal Ilmu Komputer dan Teknologi Informasi (Journal of Computer Science and Information Technology) Jurnal Teknologi dan Manajemen Informatika Jurnal Informatika SITEKIN: Jurnal Sains, Teknologi dan Industri Scientific Journal of Informatics CESS (Journal of Computer Engineering, System and Science) INFORMAL: Informatics Journal Jurnal Sains dan Informatika IJISCS (International Journal Of Information System and Computer Science) Jurnal Teknologi Informasi dan Terapan (J-TIT) Jurnal Informatika dan Rekayasa Elektronik JATI (Jurnal Mahasiswa Teknik Informatika) JIKA (Jurnal Informatika) Suluah Bendang: Jurnal Ilmiah Pengabdian Kepada Masyarakat SKANIKA: Sistem Komputer dan Teknik Informatika Brilliance: Research of Artificial Intelligence Ilmu Komputer untuk Masyarakat Digital Transformation Technology (Digitech) Teknomatika: Jurnal Informatika dan Komputer
Karina Auliasari
Instititut Teknologi Nasional Malang
Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Industrial & Manufacturing Engineering Library & Information Science Mathematics Other

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Journal : SKANIKA: Sistem Komputer dan Teknik Informatika

 1 
SISTEM REKOMENDASI KONVERSI PROGRAM MSIB DENGAN MATA KULIAH PRODI INFORMATIKA ITN MALANG MENGGUNAKAN COSINE SIMILARITY Fisabilillah, Difa; Auliasari, Karina; Pranoto, Yosep Agus
SKANIKA: Sistem Komputer dan Teknik Informatika Vol 8 No 1 (2025): Jurnal SKANIKA Januari 2025
Publisher : Universitas Budi Luhur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36080/skanika.v8i1.3325

Abstract

The Certified Independent Study and Internship Program (MSIB) is part of the Merdeka Belajar Kampus Merdeka (MBKM) initiative, allowing students to convert up to 20 credits from their activities. However, this process is often challenging as universities must match the MSIB syllabus with the curriculum syllabus of the Informatics Engineering program at ITN Malang. Differences in terminology and specific rules between the two syllabi make the process time-consuming and confusing. This study aims to develop a recommendation system to simplify the course conversion process. The system employs a Natural Language Processing (NLP) model based on Transformers to capture textual context and a cosine similarity algorithm to measure the similarity between syllabi. The system evaluation using classification metrics achieved an accuracy of 67%. The precision score reached 71% for the majority class and 50% for the minority class, while recall was 83% and 33%, respectively. The weighted average produced an f1-score of 0.65, indicating satisfactory performance despite class imbalance. These results demonstrate the system's potential to provide reliable recommendations, although further optimization is required to improve performance for the minority class.
Co-Authors Abdul Mufid Achmad Abdillah, Nur Aditya Prasetyo, Rizki Adyatma Nandana Partha, Putra Afani, Ghana Widya Agung Panji Sasmito Agustine, Thesalonika Nameta AHMAD FAISOL Aji Wicaksono, Bayu Al Biruni, Muhammad Ali Mahmudi Amarta Sholehuddin, Mohamma Dandy Amelia, Diyona Angga Firmansyah, Puja Anggara, Aditya Aprilian Anarki, Galang Aprillia Dwi Dyah Saputri Aria Alfaizi, Hafiz Ariq Ihsan, Muhammad Aris Dwi Darmawan Ariwibisono, FX. As-Siddiqi, M. Halim Bastian Bastomi, Dwi Bella Fardani Daniel, Lazro Eko Putra Deddy Rudhistiar Destama Karni Saputra, Davantio Dewi Sibagariang Diah Wilis Lestarining Basuki Dimas Surya Prasetyo Eka Wijaya, Daniel Eksi Adi Irawan, Alfonsus Fahrudi Setiawan, Ahmad Febriana Santi Wahyuni Finanda, Wibis Fisabilillah, Difa Ghani Muttaqin, Abdul Hafiidh Yupiza Ramadhani Hamdani, Ahmad Hani Zulfia Zahro Hansen Sawa, Karolus Hasan Syu'aibi, Muhammad Hidayatur Rohman, M.Afif IBRAHIM, NAJAD Irvandani, Aditya Iva Roudhotul Rohmah Kalimatullah, Moh. Teguh Laksana, Bintang Nur Lestarining Basuki, Diah Willis Luthfi Andhikaputra, Muhammad Mahmudin, Ali Mariza Kertaningtyas martha kusuma, edwin Maulana Muhammad, Maulana Mawan Kriswantono Mira Orisa Mohamed Wasef Mohamed Wasef Muhammad Rafi Faddilani Mutiara, Siti Pitriya Rizki, Ani Pratama, Ricky Adytya Primaswara P, Renaldi Putri Oktaviani, Anindhita Raflie, Andi Muh Haekal Rahmat Dian Nugraha, Adhitya Renaldi Primaswara Prasetya Renaldi, Bima Rizki, Muhammad Fitra Rizky Prayudhi, Bimo Robby, Mohammad Rofila El Maghfiroh Sena Yudha, Rizky Sentot Achmadi Sholawati, Mutiara Siti Hadijah Solly Aryza Suandi Suandi Sukmadiningtyas Sundari Sundari Suryo Adi Wibowo Uni Umamatun Nysa, Junia Willis, Diah Xaverius Ariwibisono, Franciscus Yosep Agus Pranoto Zain Aryanta Zulfan Najib, Ahmad Zulfia Zahro’, Hani