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Typologies of Advantage and Disadvantage: Socio-economic Outcomes in Australian Metropolitan Cities

机译:优势与劣势的类型:澳大利亚大城市的社会经济结果

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摘要

Australia's metropolitan cities have undergone significant social, economic and demographic change over the past several decades. In terms of socio-economic advantage and disadvantage these changes, which are often associated with globalisation, wider economic and technological restructuring, the changing demographics of the population and shifts in public policy are not evenly dispersed across cities, but represent a range of often contrasting outcomes. The current paper develops a typology of socio-economic advantage and disadvantage for locations across Australian metropolitan cities. More specifically, the paper takes a range of Australian Bureau of Statistics data and uses a model-based approach with clustering of data represented by a parameterised Gaussian mixture model and discriminant analysis utilised to consider the differences between the clusters. These clusters form the basis of a typology representing the range of socio-economic and demographic outcomes at the local community level.
机译:在过去的几十年中,澳大利亚的大都市经历了重大的社会,经济和人口变化。在社会经济优势和劣势方面,这些变化通常与全球化,更广泛的经济和技术结构调整,不断变化的人口统计学特征以及公共政策的变化不均等地分布在各个城市之间,但代表着一系列经常形成鲜明对比的变化结果。本文针对澳大利亚大城市的地理位置,建立了社会经济优势和劣势的类型学。更具体地说,本文采用了澳大利亚统计局的一系列数据,并使用基于模型的方法,对数据进行聚类,该数据由参数化的高斯混合模型表示,并采用判别分析来考虑聚类之间的差异。这些集群构成了类型学的基础,代表了当地社区一级的社会经济和人口统计结果。

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