Article Per Year (5 Year)
p-Index From 2020 - 2025
0.23
P-Index
This Author published in this journals
All Journal SKANIKA: Sistem Komputer dan Teknik Informatika
Fisabilillah, Difa
Unknown Affiliation
Computer Science & IT Control & Systems Engineering Engineering

Published : 1 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search

 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 Karina Auliasari Yosep Agus Pranoto