Article Per Year (5 Year)
p-Index From 2021 - 2026
4.407
P-Index
This Author published in this journals
All Journal Jurnal Kedokteran Brawijaya Teosofi: Jurnal Tasawuf dan Pemikiran Islam JAM : Jurnal Aplikasi Manajemen TARBIYA : Journal Education in Muslim Society The International Journal of Accounting and Business Society MNJ (Malang Neurology Journal) Majalah Kesehatan FKUB Perspektif : Jurnal Ekonomi dan Manajemen Universitas Bina Sarana Informatika INVOTEK: Jurnal Inovasi Vokasional dan Teknologi BAREKENG: Jurnal Ilmu Matematika dan Terapan Jurnal Respirologi Indonesia Jurnal Review Pendidikan dan Pengajaran (JRPP) Jurnal Ilmiah Sport Coaching and Education Jurnal Ilmiah Wahana Pendidikan Respiratory Science Jurnal Simki Pedagogia International Journal of Educational Review, Law And Social Sciences (IJERLAS) INTERNATIONAL JOURNAL OF CULTURAL AND SOCIAL SCIENCE Journal of Education Research KERN : Jurnal Ilmiah Teknik Sipil Berita Kedokteran Masyarakat Buletin Riset Psikologi dan Kesehatan Mental (BRPKM) JMMR (Jurnal Medicoeticolegal dan Manajemen Rumah Sakit) Jurnal Pengabdian Fakultas Pertanian Universitas Lampung Seminar Nasional Riset dan Teknologi (SEMNAS RISTEK) Al-Tadris: Jurnal Pendidikan Bahasa Arab Jurnal Agroindustri Berkelanjutan
Harun Al Rasyid
Faculty Of Medicine, University Of Brawijaya, Malang, East Java
Religion Agriculture, Biological Sciences & Forestry Humanities Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Medicine & Pharmacology Neuroscience Nursing Physics Public Health Social Sciences Transportation Other

Published : 51 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 51 Documents
Search

 2   3   4   5   6 
Grouping of Research Interests of Final Project of Computer Science Students at UINSU Using the Fuzzy C-Means Approach Rasyid, Harun Al; Ikhsan, Muhammad
invotek Vol 25 No 3 (2025): INVOTEK: Jurnal Inovasi Vokasional dan Teknologi
Publisher : Universitas Negeri Padang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24036/invotek.v25i3.1332

Abstract

Determining research topics for final projects that align with students' competencies and interests remains a challenge in academic management because the process is often influenced by subjective factors. This situation can lead to various impacts, such as inappropriate research topics, delays in study completion, and imbalances in the guidance workload among supervisors. This study aims to cluster the research interests of students preparing their final projects in the Computer Science Study Program at the State Islamic University of North Sumatra (UINSU) using the Fuzzy C-Means (FCM) algorithm. The data used were obtained from a student interest questionnaire from the 2020–2022 intake and historical data on final project titles. Furthermore, the text data underwent preprocessing and was converted into numerical form using the Term Frequency–Inverse Document Frequency (TF-IDF) method. The FCM algorithm was then used to form research interest clusters with fuzzy membership degrees. Based on the results of the cluster quality evaluation, it was found that the most optimal number of clusters was six, with a Silhouette Index value of 0.6311 and a Davies–Bouldin Index of 0.5505, which indicates that the cluster structure formed is classified as good. The clustering results indicated that student interests were dominated by Software Engineering and Artificial Intelligence, with a fairly high degree of overlap. This study combines student interest questionnaire data and historical final project title data, represented using TF-IDF and clustered using the Fuzzy C-Means algorithm to map multidimensional research interests. The results suggest that this approach provides a more objective basis for identifying students’ research tendencies and can support topic recommendation systems and academic supervision planning.
Co-Authors Achmad Chusairi Agus Tri Indah K agus tri indah, agus tri Amalia , Rizky Tri Anisa Ramadhani Kusumastiti Annisa Nurul Arofah Anungputri, Pramita Sari Aris Rosidah Armanu Thoyib Asih Trimurtini Asrul Asrul Azwa, Nor Azzahra, Azimah Badrul Munir, Badrul Baradatu, Karen Syafiyah Citra Cicilia Lihawa, Cicilia Dewangga Primananda Susanto Dewi Retno Sari Saputro, Dewi Retno DEWI SARTIKA Dewi, Rose Khasana Dwiyani Sudaryanti Eky Indyanty Wuryaning Lestari Erdi Suroso Esa Ghanim Fadhallah Eviana Norahmawati Fiella Rachmatika Gede Sasmika Suwandi Hakim, Lukman Hani, Miftahul Khairunnisa Harahap, Nur Azizah Hardika, Arif Satria Herdiana, Novita I Nyoman Nurjaya Iin Noor Chozin Irwan Irwan Iskandar, Ferdi Ja'far, Ja'far Jamil, Ahmad Kenty Wantri Anita, Kenty Wantri Khaled, Naswan Abdo Kurniadi, Dertian Ruly Kusumastiti, Anisa Ramadhani Lilik Zuhriyah Lukman Hakim Lukman Hakim lumban gaol, andy Luqiana, Jihan Nabila Machlusil Husna, Machlusil Marani, Ika Novitaria Mariyatul Khiptiyah Masruroh Rahayu, Masruroh Muhammad Ikhsan Nadiya Elfira Bilqis, Nadiya Elfira Ngakan Putu Parsama Putra Ningsih, Agustin Setia Noermijati, Noermijati Nurul Fadhilah Otik Nawansih Panjaitan, Nurul Aisyah Salsabila Pinahayu, Griesinta Trianty Andria Prabowo, Edwin Damar Pratama, Arista Pratama, Erlan Anugrah Pratiwi, Suryanti Dwi Putra, Ngakan Putu Putri Dina Mardika Rahmad Rahmad Regina Monica Andriani Retnani, Diah Prabawati retnaningtyas, sri Rezkiah, Fahmy Riskawati, Yhusi Karina Rizky Rosita, Rizky Santony Santony Sasongko Adhi Nugroho Shahdevi Nandar Kurniawan, Shahdevi Nandar Siahaan, Sylvia Sagita Sidiq, Krisna Sri Budhi Rianawati, Sri Budhi Sriyanti, Rini Subeki Subeki Sugiri, Yani Jane Suryanti Dwi Pratiwi Susanthy Djajalaksana Susanto, Dewangga Primananda Susilo, Hery Sutanto Sutanto Tae, Vidria Handayani Tanto Pratondo Utomo Teguh Rahayu Sartono Teguh Rahayu Sartono Tita Hariyanti Triwahju Astuti Umar Muhammad Noor Windasari, Eka Yani Jane Sugiri Yasep Setiakarnawijaya Yudha Rose Satiti, Yudha Rose Yulia Kartina Yuliandari, Puspita Zanemi, Fani