p-Index From 2021 - 2026
4.345
P-Index
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

Enhancing Clustering Accuracy Using K-Means with Seeds Optimization Mahiruna, Adiyah; Ngatimin, Ngatimin; Destriana, Rachmat; Rachmawanto, Eko Hari; Yuliansyah, Herman; Hidayat, Muhammad Taufiq
Journal of Applied Informatics and Computing Vol. 9 No. 5 (2025): October 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i5.10458

Abstract

In this study, the development of the Mean-based method proposed by Goyal and Kumar will be carried out by changing the initial cluster center determination step, which was originally based on the origin point O (0,0), to be replaced with the arithmetic mean. To assess the performance of the proposed method, it will be compared with the Global K-means method and the Mean-based K-means method. In this study, the performance of these methods will be measured using the Davies-Bouldin Index, and the significance of the proposed method will be measured using the Friedman Test. This study proposes a method of Improving K-Means Performance through Initial Center Optimization based on Second Global Average for Clustering Osteoporosis Diagnosis of lifestyle factors. Evaluation of K-Means performance through Initial Center Optimization based on Second Global Average with DBI measurements. The targeted experimental results of this study include improving the performance of K-means optimized through the initial center based on Second Global Average. From the results of nine experiments with the number of clusters [2,3,4,5,6], it can be seen that the method proposed in this study has the same superior performance compared to the Mean Based method and compared to the Global K-means method.
Co-Authors Achmad Maqsudi, Achmad Achyar Zein, Achyar Amelia, Neneng Musyrifatul Andini, Ary Anugrah Nur Warthadi Astuti, Rahayu Fuji Aulady, M. Ferdaus Noor Azrul Rizki Busro, B. Destriana, Rachmat Eko Hari Rachmawanto Emansa Hasri Putra Ersalina Nidianti Fahmi, Muhammad Fuadhil Fakurazi, Sharida Ferdiansyah, Mudi Fiyadila, Rizka Gilang Nugraha Herman Yuliansyah, Herman Husnel Anwar Matondang, Husnel Anwar Junaidi, Teuku karman karman Katili, Wardiman W Khurin, Nazilatul Kurniawan, Ardhian Tomy Lavenia, Mirana Maharani Pertiwi Koentjoro Mahiruna, Adiyah Maki Zamzam Makruf, Mukhamat Rif’an Maula, Ahmad Inzul Miftahul Jannah Mochammad Imron Awalludin Muhammad Afwan Romdloni Muhammad Arifin Muhammad Hilmi Muhammad Ziyad Ulhaq Murdaningtias, Silma Mustofa, Alifudin Navis, Khiliah NGATIMIN, NGATIMIN Nila Sari Novera Herdiani, Novera Nurhasan, Muhammad Nuriana Nurmalasari, Dini Prayekti, Endah Putri Lestari, Ajeng Anindhita Putri, Anisa Qonita Putri, Ngiluhtara Aditiya Qulub, Latifatul Rastafael, Yoel Retno Susanti Rini, Puspita Rizki Maulana Ishaq Rohman, Abd. Salimi, Syafrina Maulidyatus Sandi, Tri Sari, Yuni Nur Malita Setyo Nugroho Shobihatus Syifak Sugeng Wanto Suheriyanto Suksmanatyo Sumiati Sumiati Sunaryo, Merry Syafiul Muzid Syah, Seggaf Achmad Syahrial Fuadi Syahrul Kurniawan Tri Utami Usman Valian Yoga Pudya Ardhana Vera Septi Sistiasih Wahyudi, Brian Fitri Wardatul Jannah, Wardatul Widya Novita Sari Yulianto Yulianto, Fernando Candra Zain, Salfa Salsabilah Zakaria, Zainal Arifin