Bayesian Regression Analysis of Correlates of Modern ContraceptiveMethod Usage: A Case Study in Hawassa City, Ethiopia

G. Kiros
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Abstract

Despite widespread adoption of family planning in the developing world contraceptive use is still very low in sub-Saharan Africa including Ethiopia and in other regions. The general objective of this study was identifying the socioeconomic factors of modern contraceptive methods usage among married women of reproductive ages (15-49 years old) in Hawassa city. From a total 990 sampled married women about 57.9% (573) were modern contraception methods users. Bayesian logistic regression procedure was adopted to make inference about the parameters of a logistic regression model. The purpose of this method is generating the posterior distribution of the unknown parameters given both the data and some prior density for the unknown parameters. Bayesian inference for logistic regression models is derived applying a Markov Chain Monte Carlo algorithm to simulate from the joint posterior distribution of the regression and the link parameters.
现代避孕方法使用相关性的贝叶斯回归分析——以埃塞俄比亚哈瓦萨市为例
尽管发展中国家普遍采用计划生育,但包括埃塞俄比亚在内的撒哈拉以南非洲和其他地区的避孕药具使用率仍然很低。本研究的总体目标是确定哈瓦萨市育龄(15-49岁)已婚妇女使用现代避孕方法的社会经济因素。在990名已婚妇女中,约57.9%(573人)是现代避孕方法的使用者。采用贝叶斯逻辑回归程序对逻辑回归模型的参数进行推断。该方法的目的是在给定数据和未知参数的一些先验密度的情况下,生成未知参数的后验分布。应用马尔可夫链蒙特卡罗算法,从回归的联合后验分布和链路参数出发,推导了逻辑回归模型的贝叶斯推理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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