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Spatial Econometric Model of Poverty in Java Island

机译:爪哇岛贫困的空间计量经济学模型

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This paper gives the concept of spatial econometric model and applies it to analyze the spatial dimensions of poverty and its determinants using data from Java Island 2010 census survey, for 105 districts of Java Island. Dependent variable used in this research is percentage of poverty rate at particular district and predictors are some selected variables that are correlated to poverty. Weighted matrix is obtained by using queen contiguity criteria and four statistical models are applied to the data, Ordinary Least Square regression model, Spatial Error Model, Spatial Lag Model and Spatial Durbin Model. It is shown that the OLS estimates of the poverty function suffer from spatial effects that indicated the OLS model are miss specified since Moran Index test also confirmed the existence of spatial autocorrelation. LM and Robust LM are used for testing the existence of spatial effect. The Likelihood Ratio common factor test and AIC are used for model selection criteria. Gauss Markov Assumptions are done and the Spatial Lag model proved to be better than other model for a given data and the result shows that Education and Working hours has significant impact on poverty.
机译:本文给出了空间计量经济模型的概念,并使用来自爪哇岛105个地区的爪哇岛2010年人口普查数据,将其用于分析贫困的空间尺度及其决定因素。本研究中使用的因变量是特定地区的贫困率百分比,而预测变量是一些与贫困相关的选定变量。通过使用女王连续性准则获得加权矩阵,并将四个统计模型应用于数据,普通最小二乘回归模型,空间误差模型,空间滞后模型和空间杜宾模型。结果表明,贫困函数的OLS估计受到空间效应的影响,这表明未指定OLS模型,因为Moran指数检验也证实了空间自相关的存在。 LM和Robust LM用于测试空间效果的存在。似然比公共因子检验和AIC用于模型选择标准。进行了高斯马尔可夫假设,并且对于给定的数据,空间滞后模型证明比其他模型更好,结果表明教育和工作时间对贫困有重大影响。

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