Perbandingan Metode Single Linkage, Complete Linkage Dan Average Linkage dalam Pengelompokan Kecamatan Berdasarkan Variabel Jenis Ternak Kabupaten Sidoarjo

Sulthan Fikri Mu'afa, Nurissaidah Ulinnuha

Abstract


Livestock products are widely used by the community in their daily lives, for example as food ingredients, industrial material sources, labor resources, fertilizer sources and energy sources. This study aims to cluster livestock potential with data on livestock population in Sidoarjo Regency in 2017 with single linkage, complete linkage and average linkage method and comparing performance of the methods. In this cluster, the data will be grouped into 3 clusters. The results of the three clusters were obtained by sixteen sub-districts in the first cluster with the potential for low livestock and each one in the second and third clusters for single linkage and average linkage. While complete linkage obtained fifteen sub-districts in the first cluster with high potential for livestock, two sub-districts in the second cluster with the potential of medium livestock and one sub-district in the third cluster with the potential for high farm animals. In the comparison of the standard deviation ratio value, the smallest value of 0.222 is obtained by complete linkage, which shows that complete linkage is better than single linkage and average linkage in the case of subgrouping based on Sidoarjo regency livestock types.


Keywords


farm animals; single linkage; complete linkage; average linkage; cluster analysis

Full Text:

PDF

References


N. M. (Universitas W. Ayu, Pengantar Ilmu Peternakan. Denpasar, Bali: Universitas Warmadewa, 2018.

BPS, Kabupaten Sidoarjo Dalam Angka 2018, 2018th ed. Sidoarjo: BPS Sidoarjo, 2018.

S. Nugroho, Statistika Multivariat Terapan. Bengkulu: UNIB Press Bengkulu, 2008.

S. Ningsih, S. Wahyuningsih, and Y. N. Nasution, “Perbandingan Kinerja Metode Complete Linkage Dan Average Linkage Dalam Menentukan Hasil Analisis Cluster ( Studi Kasus : Produksi Palawija Provinsi Kalimantan Timur 2014 / 2015 ),” vol. 1, no. 1, pp. 46–50, 2016.

Y. Soraya, Perbandingan Kinerja Metode Single Linkage , Metode Complete Linkage Dan Metode K-Means Dalam Analisis Cluster. Semarang: Universitas Negeri Semarang, 2011.

T. Febriana, “Perbandingan kinerja metode,” Yogyakarta, 2014.

A. Sholiha, “Perbandingan Analisis Klaster Menggunakan Metode Single Linkage , Complete Linkage , Average Linkage Dan K-Means Untuk Pengelompokan,” Semarang, 2015.

F. Rizkaini, “Determination Best Method Of Single Linkage Method , Completed Linkage Method And Ward ’ S Method To Classify Districts / Cities In The South Sumatera Province Based On The Case Of Dise ... Penentuan Metode Terbaik Dari Single Linkage Method , Penglastera,” Palembang, 2018.

S. Laeli, “Analisis Cluster dengan Average Linkage Method dan Ward ’ s Method untuk Data Responden Nasabah Asuransi Jiwa Unit Link,” pp. 1–170, 2014.

B. Suharjo, Statistika Terapan disertai contoh aplikasi dengan SPSS. Yogyakarta: Graha Ilmu, 2013.

E. Hartini, “Metode Clustering Hirarki,” Pus. Pengemb. Teknol. Inf. dan Komputasi BATAN, 2014.

J. Supranto, Analisis Multivariat Arti dan Interpretasi. Jakarta: Rineka Cipta, 2010.

R. A. Johnson and D. W. Wichern, Applied Multivariate Statistical Analysis. New Delhi: Prentice-Hall, 2007.

A. R. Barakbah and K. Arai, “Determining Constraints of Moving Variance to Find Global Optimum and Make Automatic Clustering Determining Constraints of Moving Variance to Find Global Optimum and Make Automatic Clustering,” no. October, 2004.

M. Bunkers, J. M. Jr, and A. DeGaetano, “Definition Of Climate Regions In The Nobunkers, M.; Jr, J. M.; Degaetano, A. Definition of climate regions in the Northern Plains using an objective cluster modification technique. Journal of Climate, 1996. Disponível em: <http://journals.ametsoc.org/doi/,” J. Clim., vol. 0442, no. January, 1996.




DOI: http://dx.doi.org/10.25139/ojsinf.v4i2.1696

Refbacks

  • There are currently no refbacks.


Copyright (c) 2019 Sulthan Fikri Mu'afa, Nurissaidah Ulinnuha

____________________________________________________________
INFORM: Jurnal Ilmiah Bidang Teknologi Informasi dan Komunikasi
ISSN 2502-3470 (Print) | 2581-0367 (Online)
Published By Pusat Pengelola Jurnal Universitas Dr. Soetomo
Managed By Program Studi Teknik Informatika, Fakultas Teknik, Universitas Dr. Soetomo
Address Jl. Semolowaru no 84, Surabaya, 60118, (031) 5944744
Website https://ejournal.unitomo.ac.id/index.php/inform
email [email protected]

Inform is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

View Inform Stats

Inform is supervised by Relawan Jurnal Indonesia.