Jurnal Litbang Edusaintech
Vol. 2 No. 1 (2021): Volume 2 No 1 2021

Fuzzy Geographically Weighted Clustering dengan Gravitational Search Algorithm pada Kasus Penyandang Masalah Kesejahteraan Sosial di Provinsi Jawa Tengah : Fuzzy Geographically Weighted Clustering dengan Gravitational Search Algorithm pada Kasus Penyandang Masalah Kesejahteraan Sosial di Provinsi Jawa Tengah

Syayidati Mashfufah (Universitas Muhammadiyah Semarang)
Indah Manfaati Nur (Universitas Muhammadiyah Semarang)
Moh Yamin Darsyah (UIN Walisongo)

Article Info

Publish Date
31 May 2021

Abstract

One of the indicators of the success of social welfare development in Central Java was decreasing the population of people with social welfare problems (PMKS). One exertion that can be done was grouping or clustering the areas in Central Java-based on 26 indicators of PMKS. Fuzzy Geographically Weighted Clustering (FGWC) algorithm is a clustering analysis that observing the effect of the area. However, FGWC has a limitation in the initialization centroid phase that makes it trapped to local optimal. The limitation can be addressed with the Gravitational Search Algorithm (GSA) approach. The purpose of GSA was to optimize the value objective function. This research applied FGWC-GSA on PMKS in Central Java Province contained 26 indicators. Some validity indexes were applied to determine the best cluster. This research clustering the areas of Central Java into two clusters. The first cluster contained 24 districts and cities, and the second cluster contained 11 districts

Copyrights © 2021




Citation Download
RIS
EndNote, Reference Manager, ProCite
BibTex
Latex, Jabref
Original Source
Download Original
Google Scholar
Check in Google Scholar
Journal Info
Jurnal Litbang Edusaintech
Website

Abbrev

jle

Publisher

Lembaga LitbangMu Jawa Tengah

Subject

Agriculture, Biological Sciences & Forestry Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Industrial & Manufacturing Engineering

Description

The Jurnal Litbang Edusaintech (JLE) is an open access and peer-reviewed journal, published by LitbangMu Jawa Tengah, which is a dissemination medium for research result from scientists and engineers in many fields of Education, Science and Technology. JLE is a biannual journal. The editors welcome ...