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All Journal JAM Jurnal Momentum TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Ilmiah Kursor JOIV : International Journal on Informatics Visualization Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JURNAL MEDIA INFORMATIKA BUDIDARMA Jurnal Teknologi Bahan dan Barang Teknik Community Development Journal: Jurnal Pengabdian Masyarakat Tematik : Jurnal Teknologi Informasi Komunikasi Journal of Applied Computer Science and Technology (JACOST) Jurnal Pengabdian dan Peningkatan Mutu Masyarakat (JANAYU) JITSI : Jurnal Ilmiah Teknologi Sistem Informasi Prosiding Seminar Nasional Sisfotek (Sistem Informasi dan Teknologi Informasi) Prosiding Seminar Nasional Universitas Serambi Mekkah Jurnal Abdimas: Pengabdian dan Pengembangan Masyarakat Proceeding Applied Business and Engineering Conference Journal of Systems Engineering and Information Technology Journal of Applied Community Engagement (JACE) International Journal of Advanced Science Computing and Engineering Jurnal Pengabdian Masyarakat Tekno Jiptek : Jurnal Pengabdian Ilmu Pengetahuan dan Teknologi
Yuhefizar Yuhefizar
Jurusan Teknologi Informasi, Politeknik Negeri Padang
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Journal : telkomnika telecommunication computing electronics and control

 1 
Combination of Cluster Method for Segmentation of Web Visitors Yuhefizar Yuhefizar; Budi Santosa; I Ketut Eddy P; Yoyon K. Suprapto
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 11, No 1: March 2013
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v11i1.906

Abstract

Clustering is one of the important part in web usage miningfor the purpose of segmenting visitors. This action is very important for web personalization orweb modification. In this paper, we perform clustering of the web visitors using a combination of methods of hierarchical and non-hierarchical clustering toward web log data. Hierarchical clustering method used to determine the number of clusters, and non-hierarchical clustering method is used in forming clusters. The stages of cluster analysis are preceded by pre-processing the data and factor analysis. With this approach, the owner of the web is more effective at finding access patterns of web visitors and can have new knowledge about visitors’ segmentation. From the test applied on ITS’s web log data, 6 clusters of web visitors are resulted. Among the 6 cluster, cluster 3 has the biggest number of members. This information can be useful for web management to pay attention on members’ behavioral patterns of the 3rd cluster’s either to make personalization or modification on the web. The test results show the feasibility and efficiency of application of this method.
Co-Authors - Andrizal -, Nasrullah - Afifah Afifah, Afifah Ahmad Habin Sagala Ainil Mardhiah Aji Prasetya Wibawa Albar Albar Alde Alanda, Alde Amelia Yolanda Amy Fontanella Anda Dwiharyadi Andi Fathul Mukminin Andi Syukri Andiko Putro Suryotomo Andre Febrian Kasmar Andrew Andrew Andrew Kurniawan Vadreas Anggara Nasution Anggy Anggy Ariadi Hazmi Arianto Arianto Arief Goeritno Arif Rizki Marsa Asrul Huda Budi Santosa Budi Santosa Deddy Prayama Dedi Mardianto Defni Deni Satria Dony Marzuki Dwi Nur Hayati Erick Fernando Fachrul Kurniawan Fadhil Muhamad Fadia Irsania Putri Fanni Sukma Fibriyanti Fibriyanti Figo Figo Fitri Adona Fras Setia Rahman Fras Setia Rahman Hamdi, Khairil Haris Haris Heri Sanjani Hidra Amnur Hidra Amnur I Ketut Eddy P Ikhsan Yusda Prima Putra Imam Gunawan Indri Rahmayuni Ismael Ismail Ismail Jehad Hammad Josephine Sudiman Jullend Gatc Junaldi Khairil Hamdi Khairil Hamdi Liansyahmora Nasution Lifwarda Lifwarda Lilimiwirdi Lilimiwirdi Luthfiani, Fatma M. Anif Madona, Putri Mesran Mesran Miladina Rizka Aziza Mochamad Hariadi Muchammad Takdir Sholehati Muhammad Rusydi H. Muhathir, Muhathir Mukhlis Mukhlis Mursyidul Haq Nasution, Muhammad Ibrahim Novadilastri Novrindah Alvi Hasanah Prasetyo, Basuki Hari Rahmat Hidayat Rahmat Hidayat Rahmi Syafriyeti Rasyidah Rasyidah, - Rayendra Rayendra Razitul Ikhlas Rino Sukma Rita Afyenni Rivanol Chadri Rizqul Fauzy Roberto Firman Ronal Watrianthos Ronal Watrianthos Roni Putra Ruzita Sumiati Saifullah, Shoffan Saputro, Ari Siswanto, Siswanto Sumema, Sumema Sunaryo, Budi Sunaryo, Budi Syaljumairi, Raemon Teten Dwi Rahmi Kiflinda Titin Ritmi Tri Lestari Ulfa Asmi Utami, Devi Variyetmi Wira Witri Handayani Yefriadi Yefriadi Yenida Yenida Yoyon K Suprapto Yoyon K. Suprapto Yul Antonisfia Zulharbi Zulka Hendri Zulyanda, Yogi