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Journal : JURIKOM (Jurnal Riset Komputer)

Perbandingan Proses Klasterisasi Data Menggunakan K-Means Clustering dan Agglomerative Hierarchical Clustering Hartono, Budi; Lusiana, Veronica; Al Amin, Imam Husni
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 4 (2025): Agustus 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i4.8766

Abstract

Large amounts of data require good processing and analysis. One of the data analysis techniques is data clustering, which is grouping data into several groups or data clusters based on the similarity of data characteristics. This study observed the clustering process and cluster results using the K-Means and Agglomerative Hierarchical Clustering (AHC) algorithms or methods. Clustering was carried out using three different amounts of data, namely 10 (A10 data), 30 (B30 data), and 60 (C60 data), with choices of two, three, and four clusters. The experimental results obtained were that the A10 data cluster was the same, but the C60 data was different. Both methods provide the same cluster results, namely in the number of cluster members and their data numbers; conversely, different cluster results are obtained if there are differences in the number of cluster members. The B30 data cluster results for three clusters are the same, while for two and four clusters they are different. The results of this study are expected to provide a better understanding of the data clustering process and can be a basis for selecting a more appropriate clustering method.
Co-Authors A.P, Arga Alundra Achmad, Fariz Adi Kristanto Adri Triandhika Septyanto Ahlak, Muhammad Lutfi Mahasinul Ansyahry, Bramantyo Ridho Antoni Yohanes Arningtya, Luthfi Arningtya Aulia Rahman Fahindra Awan Aprilino BACHTIAR YUSUF Bagas Santoso budi hartono Budi Hartono Budi Hartono Budi Hartono Budi Hartono Cahyo, Soliqin Nur DEA ARMAWATI PUTRI Deva Ega Marinda Dewi Handayani Untari Ningsih Dewi, Qomariah Kumala Dimas Wahyu Dwi Budi Santoso Edy Winarno Eka Ardhianto Eko Nur Wahyudi Endang Lestariningsih Fajriansyah Noor Hidayat Falah Hikamudin Arby FARIZ AKBAR SHALAHHUDDIN Fath, Tata Redha Al Fatkhul Amin Fatkhul Amin Felix Andreas Sutanto Firman Ardiansyah E.A Firman Ardiansyah Ekoanindiyo Gatot Setiawan Gustiyargani, Alfian Hidayat, Fajriansyah Noor Joko Handoyo Kristanto Kristanto Kristianto, Teguh Kunthi Muslichah Ardi Laksono, Endy Suryo Marahendra,, Wawan Dedi Marinda, Deva Ega Mohamad Helmi Ilman Fahmi Muhammad Lutfi Mahasinul Akhlak Muji Sukur Muji Sukur ., Muji Sukur MUNANDAR, AHMAD KHARIS Nafiah, Khittatun NUR HASAN ., NUR HASAN Pandji Iman Syach Putra Prajanto Wahyu Adi Pratama, Fandi Pratama, Fandi Purwaningtyas Purwaningtyas Pusaka, Semerdanta Radyanto, Mohammad Riza Raiz Hutama, Tidar Rina Candra Noor Santi Santoso, Bagas Setyawan Wibisono Sofin Rendian Novianto Sofin Rendian Novianto Sri Eniyati Sri Hartati Sri Rahajeng, Dini Estu Taufiq Dwi Cahyono Thahir, Sirya Sabina Bin TRIYAS NIKO SAPUTRA Veronica Lusiana Veronica Lusiana Waskito, Punto Wiwien Hadikurniawati