利用地理加权泊松回归对东龙目岛婴儿死亡率进行建模

Baiq Urfa Justitiaski, N. Fitriyani, Syamsul Bahri
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引用次数: 0

摘要

婴儿死亡率是指0至1岁之间发生的死亡。据省卫生局称,东龙目岛是北结核省婴儿死亡率最高的地区。影响婴儿死亡率的因素有几个:在医疗协助下分娩、低出生体重、卫生设施、卫生工作者和纯母乳喂养。这些因素具有空间影响,因为每个区域具有不同的地理、社会文化和经济条件。因此,可以使用GWPR方法,因为它可以用泊松分布的响应变量对数据进行建模,并且关注位置或空间方面。本研究旨在利用地理加权泊松回归(GWPR)确定东龙目岛婴儿死亡率模型,并确定影响东龙目岛婴儿死亡人数的显著因素。根据所进行的研究表明,低出生体重是唯一显著影响8个街道婴儿死亡率的因素,包括Keruak、Sakra、West Sakra、East Sakra、Terara、Sukamulia、Selong和Labuhan Haji。所得到的模型给出了一个很好的估计量,其R^2值为76,44%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Modeling the Number of Infant Mortality in East Lombok using Geographically Weighted Poisson Regression
Infant mortality is death that occurs at the age of 0 to 1 year. According to the Provincial Health Office, East Lombok is the district with the largest infant mortality rate in NTB. Several factors influence infant mortality: childbirth with medical assistance, low birth weight, health facilities, health workers, and exclusive breastfeeding. These factors have a spatial influence because each region has different geographical, socio-cultural, and economic conditions. Therefore, the method that can be used is GWPR because it can model data with the response variable with a Poisson distribution and pay attention to location or spatial aspects. This study aims to determine the infant mortality model in East Lombok using Geographically Weighted Poisson Regression (GWPR) and to determine the factors that significantly influence the number of infant deaths in East Lombok. Based on the research conducted showed that low birth weight is the only factor that significantly affected infant mortality in 8 sub-districts, including Keruak, Sakra, West Sakra, East Sakra, Terara, Sukamulia, Selong, and Labuhan Haji. The model obtained gives a good estimator, with an R^2 value of 76,44%.
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