Jurnal Statistika dan Komputasi (STATKOM)
Vol. 3 No. 2 (2024): Jurnal Statistika dan Komputasi

Comparison of K-Means and Fuzzy C-Means for Optimizing Tuberculosis Management and Healthcare Service Allocation in Bojonegoro

Muiz, Riko Al (Unknown)



Article Info

Publish Date
31 Dec 2024

Abstract

Background: According to the 2022 publication by BPS (Statistics Bureau) of Bojonegoro Regency, there were 1,765 tuberculosis cases spread across all districts in Bojonegoro. This number is disproportionate to the availability of healthcare workers, which totaled only 1,261, comprising medical personnel, nurses, midwives, and pharmacists. Objective: This study aims to cluster districts in Bojonegoro Regency based on tuberculosis cases and healthcare workforce data by comparing the K-Means and Fuzzy C-Means methods. The objective is to identify which districts require more attention and which are already in better condition. Methods: The best clustering method was determined using the Sum of Squared Error (SSE) criterion. The data used in this study was sourced from the Statistics Bureau, containing information on tuberculosis cases and the number of healthcare workers in each district.. Results: The result shows that K-Means achieved a lower SSE (4704.031) compared to Fuzzy C-Means (4854.247), which divided the district into 4 clusters: low, medium, and high. By categorizing the districts into these clusters, the Bojonegoro government is expected to better target its interventions and resources. Moreover, the government can evaluate districts with high tuberculosis cases to implement specific strategies. Conclusion: This study concludes that K-Means with 4 clusters is the most effective method for this type of clustering.

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Journal Info

Abbrev

statkom

Publisher

Subject

Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Industrial & Manufacturing Engineering Social Sciences

Description

Jurnal Statistika dan Komputasi (STATKOM) publishes the article based on research or equivalent to research results in applied statistics and computation on various scopes related to Computational Statistics and Data Analysis. Manuscripts for STATKOM should fall within one of the following ...