Journal on Education
Vol 6 No 2 (2024): Journal on Education: Volume 6 Nomor 2 Tahun 2024

Pemodelan Kasus Pneumonia pada Balita di Indonesia Menggunakan Geographically Weighted Negative Binomial Regression

Zulvatul Hasanah (Universitas Udayana)
Ni Luh Putu Suciptawati (Universitas Udayana)
Ida Ayu Putu Ari Utari (Universitas Udayana)



Article Info

Publish Date
26 Feb 2024

Abstract

Pneumonia is one of the infectious diseases resulting in significant mortality rates among children under the age of five in Indonesia. In 2020, East Java recorded the most significant incidence of pneumonia among children under the age of five, with a total of 76,929 cases. Modelling pneumonia cases might be employed to ascertain the factors affecting it. The pneumonia case data in Indonesia exhibits overdispersion, indicating that the appropriate model to utilize is Negative Binomial regression. This study employed the Geographically Weighted Negative Binomial Regression (GWNBR) model to analyze the distribution of pneumonia cases among children in Indonesia, which exhibited different characteristics and data variety. The modelling results indicated that using adaptive bisquare kernel weighting identified five different groups. These groups were determined based on the predictor variables that significantly affected the number of pneumonia cases among children under the age of five in Indonesia.

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Journal Info

Abbrev

joe

Publisher

Subject

Education

Description

Journal On Education is a journal that publishes articles related to research (Case Study, Qualitative, Quantitative, Action Research), or development in the field of education such as early education, basic education, secondary education, out-of-school education, higher education, assessment in ...