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Unravelling ecological analysis

机译:展开生态分析

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Ecological analysis involves analysing aggregate datafor groups of individuals to make inferences about relationshipsat the individual level. Often the results of such analyses givebadly biased estimates. This paper will consider the sources ofbias in linear regression analysis using aggregate data. The roleof variation of the individual level relationships between groupsand the consequent within-group correlations and how these arerelated to auxiliary variables that characterise the differencesbetween groups is considered. A method of adjusting ecologicalregression for the effects of auxiliary variables is described andevaluated using data from the 1991 Australian Census.
机译:生态分析涉及分析个人群体的汇总数据,以推断个人层面上的关系。通常,此类分析的结果会给估计带来严重偏差。本文将使用汇总数据考虑线性回归分析中的偏差来源。考虑了组之间各个级别关系的变化的作用以及由此产生的组内相关性,以及它们与表征组之间差异的辅助变量之间的关系。描述并评估了利用1991年澳大利亚人口普查数据评估和评估辅助变量影响的生态回归方法。

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