Community Services and Social Work Bulletin
Vol 3, No 1 (2023): Community Services and Social Work Bulletin Volume 3 No. 1 2023

IMPLEMENTASI METODE K-MEANS DAN K-MEDOIDS PADA PENGELOMPOKAN PROVINSI INDONESIA BERDASARKAN ASPEK PENDIDIKAN PEMUDA

Tusyakdiah, Halima (Unknown)
Hasanah, Insani (Unknown)
Panggol, Sri Arista (Unknown)
Ramdhanti, Tiara (Unknown)
Permatasari, Retno (Unknown)
Cusanti, Cusanti (Unknown)
Widodo, Edy (Unknown)



Article Info

Publish Date
18 Dec 2023

Abstract

The quality of education in Indonesia is still a concern, seen from a number of problems that become obstacles to improving the quality of education as well as affecting the quality of Indonesian youth. This study aims to group provinces in Indonesia based on the aspect of youth education using the K-Means and K-Medoids methods. To determine the optimum k, the average silhouette method is used and the SW and SB ratio is used to evaluate the cluster results. The results obtained are 2 clusters optimum. For the K-Means method, cluster 1 consists of 19 provinces and cluster 2 consists of 14 provinces. Whereas in the K-Medoids method, cluster 1 consists of 22 provinces and cluster 2 consists of 11 provinces. The K-Means method is better than the K-Medoids method because it has a ratio value of 0.527941 which is smaller than the K-Medoid ratio value of 0.5612719.Keyword: K-Means; K-Medoid; Education; Average Silhouette; Standard Deviation.

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Journal Info

Abbrev

CSWB

Publisher

Subject

Humanities Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Environmental Science Languange, Linguistic, Communication & Media Social Sciences

Description

Community Services and Social Work Bulletin (E-ISSN 2828-027X) an academic journal published by Research and Community Service Institute, Universitas Muhammadiyah Tangerang , Indonesia. Community Services and Social Work Bulletin, an academic journal and innovative resources for research topics in ...