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Dewi Rahmawaty Isa
Universitas Negeri Gorontalo
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Journal : sainsmat

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Analisis Cluster Fuzzy C-Means dan Diskriminan untuk Pengelompokan Data Kesejahteraan Rakyat Moh. Wahyu Warolemba; Resmawan Resmawan; Dewi Rahmawaty Isa
Sainsmat : Jurnal Ilmiah Ilmu Pengetahuan Alam Vol 12, No 2 (2023): September
Publisher : Fakultas Matematika dan Ilmu Pengetahuan Alam Universitas Negeri Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35580/sainsmat122446492023

Abstract

Cluster analysis is a multivariate method that aims to classify objects into a cluster based on different characteristics. The statistical technique that can be used for clustering is Fuzzy C-means (FCM). The FCM uses membership degree to determine the existence of each data point in a cluster. To ensure accurate clustering and that the criteria are met, cluster validation must be done to produce good data clustering. Moreover, this study uses a discriminant analysis test to validate the results of cluster solutions. The study aims to classify 34 provinces in Indonesia based on the level of people's welfare. The data used in this study is data on indicators of people's welfare in Indonesia in 2021. The variables used in this study were age/life expectancy, the average length of schooling, the 16-18 years of enrollment, and households with proper access to water. Based on the study results, two clusters were formed: cluster 1, areas with low people’s welfare indicator values in 16 provinces, and Cluster 2, regions with high people's welfare indicator values in 18 provinces.
Co-Authors Abdul Wahab Abdullah Agusyarif Rezka Nuha Alvia Dita Amanda Adityaningrum Arpina Sauwera Asriadi Asriadi Asriadi Asriadi Bertu Rianto Takaendengan Bilondatu, Rosna Ningsih Brahim, Annisa Maharani Bukoting, Nitrawati D Une, Putri Mutia Djahara A. Nusi Djihad Wungguli Djikilo, Fadila A Elan Husaini Evi Hulukati Fakhira Modeong Friansyah Gani Hanifa Hasan S. Panigoro Hendro Budi Santoso Hulukati, Evi P. Iman, Rivo Syahputra Ismail Djakaria Isran K Hasan Isran K. Hasan Ivan Taslim Jufrin Jufrin K. Hasan, Isran K. Nasib, Salmun Kadir, Ervina Kartin Usman Khairiah, Laelatul Khairun IT. Aluy La Ode Nashar Lailany Yahya Lamaka, Rizky Amalia Y LIHAWA, SRIRAPI H Mahmud, Sri Lestari Majid Majid Majid, Majid Meldawati Moh. Wahyu Warolemba Moh. Wahyu Warolemba Mohamad Taufik Hamani Mootalu, Nurnaningsi Muhammad Rezky Friesta Payu Nisky Imansyah Yahya Novianita Achmad Nur Fajriani Podungge Nur, Sholihin P. Nurma, Nurhayati Hasim Nurmardia Abdussamad, Siti Nursiya Bito Nurwan Nurwan Nurwan, Nurwan Olvi Muliyani Kudji Permana, Aang Panji Perry Zakaria Putri Inombi, Syindikha Putri Yanti Mamonto Putri, Dewi Tarisa Rahasia, Zulaiha Rahasia, Zulaiha RAHMAWATY AHMAD Rahmi, Emli Resmawan Resmawan Restika Oktavia Muliling Rizky Amalia Y Lamaka Ronal Hutagalung Rosiana Jupri Sahrul Bilalea Salmun K. Nasib Siskawati Zees Siti Nurmardia Abdussamad Siti Nurmardia Abdussamad Siti Zakiah Sofyan Nuna Suaib, Angki Sumarno Ismail Sunarty Suly Eraku Suparman M Ismail Syafri Yandi Kudo Syamsu Qomar Badu Tedy Machmud Usman, Rahmat Setiawan Usman, Rina Nandrawati Usman, Sri Adiningsi B. Winni A. Pakaya Yamin Ismail Yulinar Rahman