Article Per Year (5 Year)
p-Index From 2021 - 2026
0.23
P-Index
This Author published in this journals
All Journal Inferensi
Fat'hul Mubin Gufron
Politeknik Statistika STIS
Computer Science & IT Decision Sciences, Operations Research & Management Engineering Mathematics Social Sciences

Published : 1 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search

 1 
Indeks Aksesibilitas Spasial dan Kesesuaian Lokasi Fasilitas Kesehatan Berdasarkan POI dan Pembelajaran Mesin di Provinsi DIY. Fat'hul Mubin Gufron; Setia Pramana
Inferensi Vol 9 No 2 (2026)
Publisher : Department of Statistics ITS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12962/j27213862.v9i2.10083

Abstract

The unequal distribution of health facilities is a major cause of inequality in accessibility, especially in hard-to-reach rural areas. Therefore, equitable development of health facilities is needed, targeting both access and location suitability. This study aims to measure spatial accessibility and identify suitable locations for health facility development to support efficient, equitable, and targeted planning. The method used includes calculating the accessibility index using Enhanced Two Step Floating Catchment Area (E2SFCA) and location suitability modeling with machine learning algorithms, as well as analysis of the relationship between the two using scatterplots. Random forest demonstrated the best performance with an accuracy of 85.71%. Identification of the relationship between accessibility measurements and suitability modeling successfully identified 85 villages with low access but high suitability, which are recommended as priority locations for health facility development. These findings are expected to form the basis for evidence-based planning to achieve equitable distribution of health services in the Special Region of Yogyakarta Province.
Co-Authors Pramana, Setia