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Comparative Approaches to Clustering for Profiling Students in Educational Data Mining Azizah, Noor; Kusworo Adi; Catur Edi Widodo
Jurnal Informatika dan Rekayasa Perangkat Lunak Vol. 8 No. 1 (2026): Maret
Publisher : Universitas Wahid Hasyim

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Abstract

This study aims to compare the performance of five clustering algorithms, a K-Means, K-Medoids, Fuzzy C-Means (FCM), DBSCAN, and Gaussian Mixture Model (GMM) in profiling 239 students using quantitative data. The methodology includes data collection, refinement, transformation, application of clustering algorithms, and evaluation using the Silhouette Score, Davies–Bouldin Index, and execution time. The results indicate that K-Means provides the most balanced performance, achieving the highest Silhouette score with well-defined cluster separation. K-Medoids and GMM demonstrate competitive performance, while DBSCAN excels in detecting outliers but produces an excessive number of clusters, limiting its interpretability for profiling. FCM performs the weakest due to poor cluster separability. Overall, K-Means is recommended as the primary approach for student profiling, while other algorithms may complement specific analytical needs.
Co-Authors Achmad Ridwan, Achmad Achmad Widodo Adi Wibowo Adriani, Erin Novi Ahmad Abdul Chamid Ahmad Aviv Mahmudi Ahmad Hariyadi, Ahmad Ahmad Suriansyah Akie Rusaktiva. R Amalia, Miza Nur Ana Zumrotun Nisak, Ana Zumrotun Andriyani , Santi Andriyani, Santi Anis, Moh. Badiul Anna Nur Faidah Ariani, Nur Cahya Arta Mulya Budi Harsono Arumresmi, Virayekti Bintang Agustina Pratiwi Buang Budi Wahono, Buang Budi Budi Warsito Butar Butar, M. Ridho Calvin Calvin Catur Edi Widodo Chasanah, Muallimatul Choirunissa, Risza Cinantya, Celia Dalimunthe, Aidil Putra Danang Mahendra, Danang Diah Andriani Kusumastuti, Diah Andriani Dina Lusiana Setyowati Drajad Wibowo, DS Dwi Astuti Endang Lestari Hamidaturrohmah, Hamidaturrohmah Hanafi Hanafi Handayani, Tutiek Hanipah, Hanipah Harahap, Ana Pujianti Harahap, Muhammad Hafist Hartoyo, Nindiya Ika Nugraha Hidayah, Nurul Laily INDAH PUSPITASARI Indah Puspitasari Indanah Indradewa, Rhian Irawati Indrianingrum Joko Minardi, Joko Khoirul Muslimin Khusna, Nurya Kukuh Dwi Wijanarko Kusasi, Kusasi Kusworo Adi Laila, Azzah Nor Ma'wa, Arifatul Maher Denny, Hanifa Mahmudi, Aviv Maori, Nadia Annisa Margaretha, Sintikhe Novia Mateus Sakundarno Adi, Mateus Sakundarno Maulana Yuliati, Indah Mayasari, Seva Meimaharani, Rizkyasari Mohammad Khasan Muhammad Arifin Muhammad Ghazali Rahman Muhammad Purnomo Munaim, Siti Nabilla, Alifia Desya Nafis Str, Raihan Hadi Najid, Muhammad Reza Ahsanun Nasihah, Zahrotun Nasriyah Nasriyah Nasriyah Nisak, Ana Zumratun Niswah, Nihlatun Noor Cholifah Noor Hidayah Nor Latifah Novia, Siska Nugrahen, Sri Achadi Nur Aeni Widiastuti Nuradira, Afrida Hilda Nurfaidah, Ana Kurnia Olyvia Revalita Candraloka, Olyvia Revalita Pohan, Anisa Nurul Santi Pramandari, Virliana Dicky Pratama, Andrian Dico Pratiwi, Adelina Purnama, Edy Ayu Dewi Putri, Meilia Khasanah Rahmad Siregar, Andika Rahmadayanti, Nadya Rahman, Yulianis Safrinadiya Rahmathoni, Lutfi Yusup Rahmawanti, Junita Era Dwi Ramadani, Ramadani Ratih Nindyasari Ritonga, Muhammad Safri Rizqiyah, Istaula Robingatin Robingatin Rukayah Rukayah SA’DIYAH, MAHMUDATUS Sabilla, Alzena Dona Sabrina, Dinta Safitri, Anggun Rizkya saputro, heru Saputro, Yayan Adi Sari, Noviana Shodiq Eko Ariyanto Shofiyuddin, Muh. Sisno Riyoko Sri Karyati Subhan Akbar, Agus Sudirwo Sudirwo SULISTIYANI SULISTIYANI Sutriyani, Wulan Syifa, Nadiyatus Tamaulina Br Sembiring Tista, Adwin Tristanti, Ika Triyanti, Dhea Dwi Ulya, Zahrotul Umi Fatonah Umroh, Sri Fatimah Wibowo, DS Drajad Wibowo, DS. Drajad Widiyanti, Lydia Anggun Wigati, Atun YANTO YANTO Yulisetyaningrum Zulfa, Arina Zulfa, M. Choiru Zumrotun Nisak, Ana Zumrotun, Erna