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Modeling bivariate Poisson regression for maternal and infant mortality in Central Java

机译:中爪哇省母婴死亡率的塑性泊松回归

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Regression analysis is an analysis of the relationship between dependent variables and independent variables. If the dependent variable is a count data and has Poisson distribution, a Poisson regression model is developed. At present the Poisson regression model is developed by the Bivariate Poisson Regression model. This model is estimated by using the Expectation Maximization (EM) algorithm. The Bivariate Poisson model produces 3 models, namely the variances in the form of equations, constants and zero. In this study, we would like to applied bivariate poisson regression to model maternal and infant mortality in Central Java. From this model, we know the factors that impact the increasing of maternal and infant mortality. The obtained of result study was that in the Bivariate Poisson, the best model is the second model which assumes that covariance is an equation. In this model, variables that significantly influence infant mortality are the percentage of pregnant women implementing K1 (X1), percentage of pregnant women implementing K4 (X_2), percentage of pregnant women who received Fe3 tablets (X_3), percentage of birth helped by health personnel (X_4), percentage of obstretical complication handled (X_5), percentage of childbirth women that have puerperal health service (X_7) and percentage of household with clean and healthy behavior (X_8) and there are no variables that influence maternal mortality. The best model has AIC value in the amount of 1114.5763.
机译:回归分析是对依赖变量与独立变量之间的关系的分析。如果从属变量是计数数据并具有泊松分布,则开发了泊松回归模型。目前,泊松回归模型由二元泊松回归模型开发。通过使用期望最大化(EM)算法来估计该模型。双变量泊松模型产生3种型号,即等式,常数和零形式的差异。在这项研究中,我们希望将二元泊松回归应用于中爪哇省中部妇幼的母婴死亡率。从这个模型中,我们知道影响母婴死亡率增加的因素。结果研究的结果是,在二抗体泊松,最好的模型是假设协方差是一个等式的第二模型。在该模型中,显着影响婴儿死亡率的变量是实施K1(X1)的孕妇百分比,孕妇实施K4(X_2)的百分比,收到Fe3片剂(X_3)的孕妇百分比,健康有助于患者的出生百分比人员(X_4),被处理(X_5),具有逾流体健康服务(X_7)的分娩女性的百分比(X_7)和具有清洁和健康行为(X_8)的百分比,并且没有影响产妇死亡率的变量。最佳型号具有1114.5763金额的AIC值。

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