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Sri Siswanti
STMIK Sinar Nusantara Surakarta
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Journal : Indonesian Journal of Applied Statistics

 1 
Classification of Human Development Index Using K-Means Retno Tri Vulandari; Sri Siswanti; Andriani Kusumaningrum Kusumawijaya; Kumaratih Sandradewi
Indonesian Journal of Applied Statistics Vol 2, No 1 (2019)
Publisher : Universitas Sebelas Maret

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.13057/ijas.v2i1.28566

Abstract

Human development progress in Central Java. It is characterized by a continued rise in the human development index (HDI) of Central Java. HDI is an important indicator for measuring success in the effort to build the quality of human life. HDI explains how residents can access the development results in obtaining a long and healthy life, knowledge, education, decent standard of living and so on. HDI is affected by four factors, namely life expectancy, expected years of schooling, means years of schooling, and expenditure per capita. Currently the Central bureau of statistics do grouping HDI, using calculation formula then known how the value HDI each regency or city in Central Java. In this research we classified the regency or city in Central Java based on the HDI be high, middle, and under estimate area. We used cluster analysis. Cluster analysis is a multivariate technique which has the main purpose to classify objects based on their characteristics. Cluster analysis classifies the object, so that each object that has similar characteristics to be clumped into a single cluster (group). One of the cluster analysis method is k-means. The result of this research, there are three groups, high estimate area, middle estimate area, and under estimate area. The first group or the under estimate area contained 12 regencies, namely Cilacap, Purbalingga, Purworejo, Wonosobo, Grobogan, Blora, Rembang, Pati, Jepara, Demak, Pekalongan, and Brebes. The second group or the middle estimate area contained 8 regencies, namely Banjarnegara, Kebumen, Magelang, Temanggung, Wonogiri, Batang, Pemalang, and Tegal. The third group or the high estimate area contained 11 regencies, namely Banyumas, Kudus, Boyolali, Klaten, Sukoharjo, Karanganyar, Sragen, Semarang, Kendal, Surakarta, and Salatiga.Keywords : cluster analysis, k-means, the human development index.
Co-Authors Abiyu Eka Darmana Agik Damai Istanto Agus Nugroho Ahmad Fahrurohim Ahmad Muhariya Alvareza Anggada Tama Andriani Kusumaningrum Andriani Kusumaningrum Andriani Kusumaningrum KW Anggiratih, Endang Ari Satria Perdhana Arianto, Satria Rizki Arum Sari Asdin Wahyu Pamungkas Bagus Prasetyo Banowati, Lies Bayu Aji Setiyawan Bebas Widada Budiadi, Hasman Candra, Abel Ce Gunawan Cicik Sulastri Dedie Citra Mahendra Didik Nugroho Dimas Febriyan Priambodo Din Eksanti W Dwi Tri Laksono Erfan Zaenuddin Faizal Gunawan Fajar Mitasari Fatwa Lingga Wrehatnala Febriyanti, Renita Fitri Hanung Wibowo Ghiffari Adhe Permana Hasman Budiadi Hendro Wijayanto Ibrahim Rizki Ibrahim Rusydi ISNAWATI Istiqomah Wiwin Fatmawati Iwan Ady Prabowo Khoirul Huda Kristanto, Samuel Widi Kumaratih Sandradewi Kurniyanti, Asshiva Fitricia Kustanto, Kustanto Kusumaningrum, Andriani Kusumawijaya, Andriani Kusumaningrum Lilis Aminawati Lilis Wulandari Madiyono Madiyono Margaretha, Rita Masrida Rezky Ritonga Mita Purwati Muhammad Alwi Hasan Muhammad Hasbi Muhammad Hasbi Muhammad Hasbi Muhammad Muchlasin Muhariya, Ahmad Mustiraya, Raya Naufal Hafiz Novia Titis Sulistyani Nuur Rochman Naafian Obrina Candra Briliyant Oktapiani, Juwita paulus harsadi Perdana, Ferdian Pratiwi, Ellya Prihantono, Johanes Purnomo, Albert Rachmadi Putri, Fairuz Amani Rachmat Basuki Wicaksono Raharja, Bayu Dwi Rahmat Purwoko Rangga, Muhammad Rangga Alvin Pratama Retno Dwi Andari Retno Tri Vulandari Risma Meike Eko Wati Rosmawati Rosmawati Saly Kurnia Octaviani Sanjai Kurniawan Saptomo, Wawan Laksito Yuly Setiyowati Setiyowati Setiyowati Setiyowati Setiyowati Setiyowati Setiyowati Setiyowati Siswanti Sri Hariyati Fitriasih Sri Harjanto Sri Harjanto Sri Harjanto Sri Surati Suharyanto H. Soro Suwarno Suwarno Teguh Susyanto Tri Irawati Tri Irawati, Tri Tubagus Agni Assiddiq Athoillah Vindusari, Maria Kleovita Putri Waskitho, Anggit Widhi Wawan Laksito YS Wawan Laksito Yuli Saptomo Wawan Laksito Yuly Saptomo Wawan Laksito Yuly Saptomo Wijayanto, Hendro Yohan Alief Rizaldy Yopi Kristiawan