Pengelompokan Wilayah Provinsi Jawa Tengah Menggunakan Block-Based K-Medoids Berdasarkan Indeks Pembangunan Manusia

Authors

  • Muhammad Kildah Namariq ITS NU Pekalongan

DOI:

https://doi.org/10.59061/jsit.v7i1.860

Keywords:

Human Development Index, Block-based K-Medoids, Clustering Analysis, Central Java

Abstract

Regional advancement is underpinned by human development. Its constituent dimensions encompass health, education, and decent living standards. Based on Human Development Index, this study aims to classify 35 regencies in Central Java. The clustering algorithm utilizes Block-based K-Medoids, employing the Elbow Method to determine the optimal number of clusters and applying the Euclidean Distance to calculate object distances. Through four iterations, the study yields three optimal clusters. Cluster 1 (high category) comprises 4 members, cluster 2 (medium category) consists of 15 members, and cluster 3 (low category) encompasses 16 members. Cluster 1 demonstrates satisfactory achievements in each dimension of human development. Cluster 2 requires improvement in its educational dimension, particularly regarding the average length of schooling indicator. Cluster 3 demands greater attention to enhance educational and decent living standards dimension.

References

Ahmad, Z., & Saleem, A. (2014). Impact of Governance on Human Development. Pakistan Journal of Commerce and Social Sciences, 8(3), 612–628. https://hdl.handle.net/10419/188159

Badan Pusat Statistik. (2024). Indeks Pembangunan Manusia 2023. https://www.bps.go.id/id/publication/2024/05/13/8f77e73a66a6f484c655985a/indeks-pembangunan-manusia-2023.html

Dewi, D. A. I. C., & Pramita, D. A. K. (2019). Analisis Perbandingan Metode Elbow dan Sillhouette pada Algoritma Clustering K-Medoids dalam Pengelompokan Produksi Kerajinan Bali. JURNAL MATRIX, 9(3), 102.

Doi, M. D., Rusgiyono, A., & Wuryandari, T. (2023). Analisis K-Medoids dengan Validasi Indeks Pada IPM Daerah 3T di Indonesia. Jurnal Gaussian, 12(2), 178–188. https://doi.org/10.14710/j.gauss.12.2.178-188

Fahrurrozi, M., Mohzana, M., Haritani, H., Yunitasari, D., & Basri, H. (2023). Peningkatan Indeks Pembangunan Manusia Regional Dan Implikasinya Terhadap Ketahanan Ekonomi Wilayah. Jurnal Ketahanan Nasional, 29(1), 70. https://doi.org/10.22146/jkn.83425

Kariyam, Abdurakhman, & Effendie, A. R. (2023). Application of Block-Based K-Medoids and Ward’s Method To Classify Provinces In Indonesia Based On Environmental Quality Index. Eduvest-Journal of Universal Studies, 3(2), 374–384. http://eduvest.greenvest.co.id

Kariyam, Abdurakhman, Subanar, Utami, H., & Effendie, A. R. (2022). Block-Based K-Medoids Partitioning Method with Standardized Data to Improve Clustering Accuracy. Mathematical Modelling of Engineering Problems, 9(6), 1613–1621. https://doi.org/10.18280/MMEP.090622

Khan, H. (2015). Good Governance and Human Development in Developing Countries, with Special Reference to South Asia. Public Administration, Governance and Globalization, 15, 117–135. https://doi.org/10.1007/978-3-319-15218-9_8

Linawati, Y., Suzantia, H., & Wibowo, M. G. (2021). Dampak Tata Kelola Pemerintahan Terhadap Pertumbuhan Ekonomi dan Indeks Pembangunan Manusia: Studi Kasus Negara Berkembang OKI. Temali: Jurnal Pembangunan Sosial, 4(2), 133–144. https://doi.org/10.15575/jt.v4i2.12547

Mahulauw, A. K., Santosa, D. B., & Mahardika, P. (2016). Pengaruh Pengeluaran Kesehatan dan Pendidikan Serta Infrastruktur Terhadap Indeks Pembangunan Manusia di Provinsi Maluku. Jurnal Ekonomi Pembangunan, 14(2), 122–148.

Muslikhati. (2018). Analisis Kausalitas Pertumbuhan Ekonomi terhadap Indeks Pembangunan Manusia Muslikhati. FALAH Jurnal Ekonomi Syariah, 3(2), 72–83.

Mustajab, R., Aristawidya, R., Puspita, L., & Widodo, E. (2021). Aplikasi Metode K-Medoid pada Pengelompokan Kabupaten/Kota di Jawa Barat Berdasarkan Indikator Indeks Pembangunan Manusia Tahun 2020. Jurnal Statistika dan Aplikasinya, 5(2), 221–229.

Quang-Thanh, N. (2017). International Journal of Economics and Financial Issues Good Governance and Human Development in Vietnam: Spatial Empirical Evidence. International Journal of Economics and Financial Issues, 7(5), 93–111. http:www.econjournals.com

Shamsuddin, N. R., & Mahat, N. I. (2019). Comparison Between k-Means and k-Medoids for Mixed Variables Clustering. Proceedings of the Third International Conference on Computing, Mathematics and Statistics (iCMS2017), 303–308. https://doi.org/10.1007/978-981-13-7279-7_37

Soni, K. G., & Patel, A. (2017). Comparative Analysis of K-means and K-medoids Algorithm on IRIS Data. International Journal of Computational Intelligence Research, 13(5), 899–906. http://www.ripublication.com

Suparno, H. (2014). Pengaruh Pengeluaran Pemerintah Sektor Pendidikan, Kesehatan, dan Infrastuktur Terhadap Pertumbuhan Ekonomi dan Peningkatan Pembangunan Manusia di Provinsi Kalimantan Timur. Ekonomika-Bisnis, 5(1), 1–22.

Downloads

Published

2024-12-30

How to Cite

Muhammad Kildah Namariq. (2024). Pengelompokan Wilayah Provinsi Jawa Tengah Menggunakan Block-Based K-Medoids Berdasarkan Indeks Pembangunan Manusia. Jurnal Sains Dan Ilmu Terapan, 7(1), 06–19. https://doi.org/10.59061/jsit.v7i1.860